The DOI matches its Crossref record; 195 of the 196 references it cites were found in a registry or an index; 1 of the 184 sources its claims cite were checked for support.
Wearable biosensors for healthcare monitoring
Open accessAbstract
Wearable biosensors are garnering substantial interest due to their potential to provide continuous, real-time physiological information via dynamic, noninvasive measurements of biochemical markers in biofluids, such as sweat, tears, saliva and interstitial fluid. Recent developments have focused on electrochemical and optical biosensors, together with advances in the noninvasive monitoring of biomarkers including metabolites, bacteria and hormones. A combination of multiplexed biosensing, microfluidic sampling and transport systems have been integrated, miniaturized and combined with flexible materials for improved wearability and ease of operation. Although wearable biosensors hold promise, a better understanding of the correlations between analyte concentrations in the blood and noninvasive biofluids is needed to improve reliability. An expanded set of on-body bioaffinity assays and more sensing strategies are needed to make more biomarkers accessible to monitoring. Large-cohort validation studies of wearable biosensor performance will be needed to underpin clinical acceptance. Accurate and reliable real-time sensing of physiological information using wearable biosensor technologies would have a broad impact on our daily lives.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
This review surveys recent advances in wearable biosensors for non-invasive healthcare monitoring, focusing on electrochemical and optical platforms that measure biomarkers in sweat, tears, saliva, and interstitial fluid. It concludes that despite rapid proof-of-concept progress, clinical and commercial translation requires better blood–biofluid correlation, large-population validation, and improved accuracy and stability under uncontrolled conditions.
Key findings
- Wearable biosensors have expanded from physical activity and vital-sign tracking to non-invasive chemical monitoring in sweat, tears, saliva, and ISF, with representative platforms including multiplexed sweat patches for glucose, lactate, Na⁺, K⁺, and temperature; contact-lens tear glucose sensors; and mouthguard sensors for salivary lactate, uric acid, and glucose.
- Reported quantitative examples include sweat glands at more than 100 glands/cm² of skin; the GlucoWatch Biographer as an FDA-approved non-invasive glucose monitor over 12 h with 6 measurements per hour, later withdrawn due to skin irritation, a 2–3 h warm-up, and calibration needs; salivary glucose–blood correlation of R = 0.64 in healthy subjects and R = 0.95 in diabetic subjects; iontophoretic tattoo sweat alcohol measurement within 10 min; artificial-saliva glucose range of 5–1000 μM; cortisol/IL-6 immunosensor antibody stability up to 96 h; RI glucose monitoring over 6 h; and iontophoretic sweat generation limited to 60 min.
- Major technical advances include multiplexed sensing, microfluidic sampling/transport, flexible and stretchable materials, wireless electronics, self-powered or energy-harvesting designs, and closed-loop “sense-act” systems such as sweat glucose monitoring coupled with microneedle metformin delivery in a mouse model.
- The global wearable sensors market was valued at roughly $150 million in 2016 and projected to reach $2.86 billion by 2025, with non-invasive glucose monitoring expected to make up a large portion of future wearable biosensor market share.
Methods
- Review article synthesizing key advances from the past 2 years, with emphasis on electrochemical and optical transduction, across epidermal (sweat and ISF), ocular (tears), and oral-cavity (saliva) wearable biosensing platforms.
- Discusses representative proof-of-concept and clinical/commercial examples, including multiplexed patches, contact lenses, mouthguards, iontophoresis/reverse iontophoresis, microfluidics, and integrated wireless electronics; no new experimental data or systematic meta-analysis are reported.
Limitations
- The paper states that a limited understanding of correlations between analyte concentrations in blood and non-invasive biofluids remains a major obstacle, and that extensive large-population validation through multidisciplinary collaboration is required for medical and commercial acceptance.
- The paper states that accuracy and stability under uncontrolled conditions, reproducible sample transport, biofouling, bioreceptor stability, calibration, and immunosensor regeneration remain unresolved challenges; many devices rely on exercise for sweat generation or have limited continuous operation, and saliva and tear sampling face low analyte concentrations, contamination, evaporation, and variability.
- Evident from the text: as a review, it does not provide primary experimental validation or a systematic quantitative synthesis, and commercial translation remains limited despite numerous proof-of-concept demonstrations.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
86 Not checked yet · 36 Own interpretation · 23 No basis given · 1 Partly supported · accuracy not yet measured
The cited sources support only part of this claim — read each source’s verdict below.
In the paper
“The accurate measurement of physiologically relevant sweat glucose concentrations with epidermal biosensors faces several major challenges related to uncontrolled operational conditions (e.g., varying temperature and pH), glucose contamination from various sources, irregular sampling rates, and low sampling volumes.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Exercise-based wearable sweat biosensors.
What the sources say
- Partly supportedcites [64] Sonner, Z. et al. The microfluidics of the eccrine sweat gland, including biomarker partitioning, transport, and biosensing implications. Biomicrofluidics 9, 031301 (2015). sourceExperimental — accuracy not yet measured
The Introduction says skin-surface glucose contamination can confound sweat-glucose measurements and identifies difficulty obtaining enough sweat for analysis. The Introduction and section C, “Expectations for biomarker sampling intervals,” also describe variable delays between sweat generation and sensor sampling. The cited passages do not establish varying temperature and pH as operational challenges specifically for measuring sweat glucose with epidermal biosensors. (LLM, conf=0.85)
- Not checked yetcites [76] Moyer, J., Wilson, D., Finkelshtein, I., Wong, B. & Potts, R. Correlation between sweat glucose and blood glucose in subjects with diabetes. Diabetes Technol. Ther. 14, 398–402 (2012). source
- Not checked yetcites [77] Sakaguchi, K. et al. Evaluation of a minimally invasive system for measuring glucose area under the curve during oral glucose tolerance tests: usefulness of sweat monitoring for precise measurement. J. Diabetes Sci. Technol. 7, 678–688 (2013). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- Partly supported
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Despite the tremendous advances in epidermal biosensors, the reported devices have been limited to analysis of a single sampled biofluid.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“The system allows on-demand, controlled simultaneous sampling of two biofluids at physically separated locations on a single wearable tattoo platform.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
What the sources say
- Not checked yetcites [93] Kim, J. et al. Simultaneous monitoring of sweat and interstitial fluid using a single wearable biosensor platform. Adv. Sci. (Weinh.) 5, 1800880 (2018).
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“However, our group (J.K., A.S.C., J.W. et al.)93 recently demonstrated a new concept for the simultaneous sampling and analysis of two different epidermal biofluids with a single wearable platform through combined iontophoresis (Fig. 4f).”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
What the sources say
- Not checked yetcites [93] Kim, J. et al. Simultaneous monitoring of sweat and interstitial fluid using a single wearable biosensor platform. Adv. Sci. (Weinh.) 5, 1800880 (2018).
boosteddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“The biosensing performance has been demonstrated by measuring sweat alcohol and ISF glucose as model analytes with human subjects consuming food and alcoholic drink.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
What the sources say
- Not checked yetcites [93] Kim, J. et al. Simultaneous monitoring of sweat and interstitial fluid using a single wearable biosensor platform. Adv. Sci. (Weinh.) 5, 1800880 (2018).
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“This was accomplished by coupling sweat stimulation (iontophoretic drug delivery) with ISF extraction (via RI), enabling concurrent analysis of biomarkers in each biofluid.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
What the sources say
- Not checked yetcites [93] Kim, J. et al. Simultaneous monitoring of sweat and interstitial fluid using a single wearable biosensor platform. Adv. Sci. (Weinh.) 5, 1800880 (2018).
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“We (J.K., J.W. et al.)36 have further continued development of oral-cavity sensors by demonstrating a mouthguard-based uric acid biosensor that incorporated anatomically miniaturized instrumentation electronics featuring a potentiostat, microcontroller, and a Bluetooth low energy (BLE) transceiver for monitoring salivary uric acid levels toward clinical applications (Fig. 6a).”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [36] Kim, J. et al. Wearable salivary uric acid mouthguard biosensor with integrated wireless electronics. Biosens. Bioelectron. 74, 1061–1068 (2015). source
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“Our group (J.K., J.W. et al.)145 was the first to develop mouthguard-based salivary metabolite electrochemical biosensors through integration of screen-printed enzymatic electrodes.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [145] Kim, J. et al. Non-invasive mouthguard biosensor for continuous salivary monitoring of metabolites. Analyst 139, 1632–1636 (2014). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The high concentrations of protein in saliva, including mucins and proteolytic enzymes, along with food debris, can lead to rapid biofouling of the oral cavity sensor through non-specific absorption at the transducer surface.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Challenges and future prospects.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Accuracy is often compromised by surface-fouling effects, which represent a major challenge to the continuous operation of on-body biosensors.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Accuracy and stability.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- It may state two separate claims as one. 47
- Probably not a substantial claim. 48
In the paper
“Although this device is capable of multiplexed sensing, the simultaneous demonstration of two functionalities has not yet been evaluated.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Tear-based wearable biosensors.
What the sources say
- Not checked yetcites [117] Kim, J. et al. Wearable smart sensor systems integrated on soft contact lenses for wireless ocular diagnostics. Nat. Commun. 8, 14997 (2017). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“This device is capable of detecting salivary lactate electrochemically in connection to selectivity imparted by the lactate oxidase enzyme; protection against biofouling in undiluted human salivary samples was conferred by electro-polymerized ortho-phenylenediamine (OPD) for continuous, non-invasive physiological monitoring of an individual’s fitness state.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [145] Kim, J. et al. Non-invasive mouthguard biosensor for continuous salivary monitoring of metabolites. Analyst 139, 1632–1636 (2014). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“This platform enables non-invasive monitoring of blood uric acid levels, which is a biomarker for various diseases (e.g., hyperuricemia, gout and renal syndrome), and it displays highly sensitive, selective, stable and rapid response toward obtaining dynamic chemical data on salivary biomarkers in the oral cavity.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [36] Kim, J. et al. Wearable salivary uric acid mouthguard biosensor with integrated wireless electronics. Biosens. Bioelectron. 74, 1061–1068 (2015). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“However, few studies have focused on developing wearable oral cavity biosensors, likely due to potential biofouling effects caused by the rich salivary protein content and the very low concentration of some target biomarkers.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Secretion and composition of saliva.
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“However, the toxicity of the device was evaluated without the chemical sensing layer, and hence practical oral-cavity applications would require further critical assessment along with a biocompatible recognition layer.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [156] Lee, Y. et al. Wireless, intraoral hybrid electronics for real-time quantification of sodium intake toward hypertension management. Proc. Natl Acad. Sci. USA 115, 5377–5382 (2018). source
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Compared with other non-invasively sampled biofluids, saliva can be readily sampled without complicated procedures, but is composed of a rich matrix of constituents that can also be easily contaminated by external factors (e.g., food and drink).”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Challenges and future prospects.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Wearable biosensors face many fundamental challenges and technological gaps related to the scope, validation, stability and accuracy, along with power (Box 1)1,42,157-167, communication (Box 2)1,168 and security/privacy issues (Box 3)1,169-172”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges
What the sources say
- Not checked yetcites [1] Bandodkar, A. J., Jeerapan, I. & Wang, J. Wearable chemical sensors: present challenges and future prospects. ACS Sens. 1, 464–482 (2016). source
- Not checked yetcites [42] Jeerapan, I., Sempionatto, J. R., Pavinatto, A., You, J. M. & Wang, J. Stretchable biofuel cells as wearable textile-based self-powered sensors. J. Mater. Chem. A Mater. Energy Sustain. 4, 18342–18353 (2016). source
- Not checked yetcites [157] Sarpeshkar, R. Universal principles for ultra low power and energy efficient design. IEEE Trans. Circuits Syst. II 59, 193–198 (2012). source
- Not checked yetcites [158] De Marcellis, A., Depari, A., Ferri, G., Flammini, A. & Sisinni, E. A CMOS integrated low-voltage low-power time-controlled interface for chemical resistive sensors. Sens. Actuators B Chem. 179, 313–318 (2013). source
- Not checked yetcites [159] Zhang, Y. et al. Realizing both high energy and high power densities by twisting three carbon-nanotube-based hybrid fibers. Angew. Chem. Int. Ed. Engl. 54, 11177–11182 (2015). source
- Not checked yetcites [160] Huang, Y. et al. Weavable, conductive yarn-based NiCo//Zn textile battery with high energy density and rate capability. ACS Nano 11, 8953–8961 (2017). source
- Not checked yetcites [161] Mesin, L. A neural algorithm for the non-uniform and adaptive sampling of biomedical data. Comput. Biol. Med. 71, 223–230 (2016). source
- Not checked yetcites [162] Zi, Y. et al. Triboelectric-pyroelectric-piezoelectric hybrid cell for high-efficiency energy-harvesting and self-powered sensing. Adv. Mater. 27, 2340–2347 (2015). source
- Not checked yetcites [163] Zhang, K. & Yang, Y. Thermo-phototronic effect enhanced InP/ZnO nanorod heterojunction solar cells for self-powered wearable electronics. Adv. Funct. Mater. 27, 1703331 (2017). source
- Not checked yetcites [164] Wen, Z. et al. Self-powered textile for wearable electronics by hybridizing fiber-shaped nanogenerators, solar cells, and supercapacitors. Sci. Adv. 2, e1600097 (2016). source
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Most current wearable biosensing devices measure a small number of biomarkers.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Toward measurement of a wider range of biomarkers.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Biofouling is driven by the accumulation of proteins, cells or macromolecules on the sensor surface through non-specific binding.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Accuracy and stability.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“A plethora of innovative wearable biosensing devices have already been demonstrated in diverse applications, ranging from the detection of metabolites (e.g., lactate or glucose) to the monitoring of electrolytes (e.g., sodium, potassium or calcium) in fluids, such as sweat, ISF, saliva or tears in connection to enzymatic and ion-recognition reactions.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The concentrations of many important biomarkers in saliva are substantially lower than in blood, requiring highly sensitive sensing systems for accurate monitoring.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Challenges and future prospects.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Despite tremendous recent progress in wearable biosensors, the state-of-the-art in this field remains at demonstrating proof-of-concept wearable biosensing platforms for detecting several representative biomarkers, and only small steps can be taken to practical applications in the field.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Alternatively, wearable batteries have been developed on stretchable and flexible materials for greater wearability, but have not yet demonstrated sufficient energy density for long-term use177-179.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
What the sources say
- Not checked yetcites [177] Xu, S. et al. Stretchable batteries with self-similar serpentine interconnects and integrated wireless recharging systems. Nat. Commun. 4, 1543 (2013). source
- Not checked yetcites [178] Berchmans, S. et al. An epidermal alkaline rechargeable Ag-Zn printable tattoo battery for wearable electronics. J. Mater. Chem. A Mater. 2, 15788–15795 (2014). source
- Not checked yetcites [179] Kumar, R. et al. All-printed, stretchable Zn-Ag2O rechargeable battery via hyperelastic binder for self-powering wearable electronics. Adv. Energy Mater. 7, 1–8 (2017). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“New data mining algorithms are being developed for making sense of the large amount of data and predicting patterns in connection to specific applications.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The provision of power to wearable biosensing platforms (see Box 1) can be accomplished in several ways, with the most common approach being lithium ion or alkaline batteries.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“These devices exhibit long lifetimes for extended biosensor operation; however, they are relatively bulky and can pose toxicity issues, particularly lithium ion-based systems175,176.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
What the sources say
- Not checked yetcites [175] Hammami, A., Raymond, N. & Armand, M. Lithium-ion batteries: runaway risk of forming toxic compounds. Nature 424, 635–636 (2003). source
- Not checked yetcites [176] Lisbona, D. & Snee, T. A review of hazards associated with primary lithium and lithium-ion batteries. Process Saf. Environ. Prot. 89, 434–442 (2011). source
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Unlike traditional (lab-based) biosensors, wearable biosensors can be exposed to harsh and fluctuating conditions (e.g., temperature) during prolonged outdoor activities in uncontrolled environments.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Accuracy and stability.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Wearable biosensors can obviate painful and risky blood sampling procedures and can be readily blended with a wearer’s daily routine.”
§ Wearable biosensors for healthcare monitoring > Abstract
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
In the paper
“Generally, sweat contains metabolites (e.g., lactate, glucose, urea, ethanol or cortisol) along with electrolytes (e.g., sodium, potassium, chloride or ammonium), trace elements (e.g., zinc or copper), and small amounts of large molecules (e.g., proteins, nucleic acids, neuropeptides or cytokines)64.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Secretion and composition of epidermal biofluids (sweat, ISF).
What the sources say
- Not checked yetcites [64] Sonner, Z. et al. The microfluidics of the eccrine sweat gland, including biomarker partitioning, transport, and biosensing implications. Biomicrofluidics 9, 031301 (2015). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Robust, reliable measurement also must overcome such challenges as gradual surface biofouling at the body–sensor interface, inefficient transport of sample over the sensor, limited stability of many bioreceptors, the complexity of multi-step bioaffinity assays and related receptor regeneration, and issues posed by calibration for on-body biosensors.”
§ Wearable biosensors for healthcare monitoring > Abstract
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Even so, our limited understanding of the correlations between analyte concentrations in the blood and non-invasive biofluids remains a major obstacle.”
§ Wearable biosensors for healthcare monitoring > Abstract
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Sweat, tears, saliva and ISF have been targeted as they can be sampled in a non-invasive manner, meaning that they can be readily accessed without disrupting the outermost protecting layers of the body’s skin (i.e., stratum corneum) and without contacting blood. As such, non-invasive sensing methods pose minimal risk of harm or infection and are generally more user-friendly.”
§ Wearable biosensors for healthcare monitoring > Abstract
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Although sweat lactate does not directly reflect the concurrent blood levels, it indicates the level of physical exertion experienced during prolonged exercise and can be used as a marker for athletic efficiency without invasive blood sampling.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Exercise-based wearable sweat biosensors.
What the sources say
- Not checked yetcites [58] Jia, W. et al. Electrochemical tattoo biosensors for real-time noninvasive lactate monitoring in human perspiration. Anal. Chem. 85, 6553–6560 (2013). source
plaincorrelationalSingle case- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
- Rests on an assumption: Sweat lactate is a byproduct of local sweat gland metabolism and intense physical activity induces higher generation rates.
In the paper
“The reported system proved advantageous for monitoring fitness parameters during exercise, but its utility would be limited in continuous monitoring applications due to its reliance on physical exertion for sweat generation.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Exercise-based wearable sweat biosensors.
What the sources say
- Not checked yetcites [35] Gao, W. et al. Fully integrated wearable sensor arrays for multiplexed in situ perspiration analysis. Nature 529, 509–514 (2016). source
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“However, the duration of sweat generation was limited to 60 min, with varying rates over that time, which could hinder continuous monitoring applications.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
What the sources say
- Not checked yetcites [41] Emaminejad, S. et al. Autonomous sweat extraction and analysis applied to cystic fibrosis and glucose monitoring using a fully integrated wearable platform. Proc. Natl Acad. Sci. USA 114, 4625–4630 (2017). source
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, the efficiency of glucose extraction by RI is difficult to control, which can lead to inconsistent volumes of sampled ISF and thus variations in glucose concentration.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Although such antibody-based bioassays hold great promise for expanding the scope of epidermal wearable biosensors, which focus primarily on enzymatic metabolite detection, their successful on-body evaluation has yet to be demonstrated.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Exercise-based wearable sweat biosensors.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Although several studies have indicated that sweat glucose concentrations can correlate with concurrent blood levels, these limitations can significantly impact the accuracy of collected data 64, 76,77.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Exercise-based wearable sweat biosensors.
What the sources say
- Not checked yetcites [64] Sonner, Z. et al. The microfluidics of the eccrine sweat gland, including biomarker partitioning, transport, and biosensing implications. Biomicrofluidics 9, 031301 (2015). source
- Not checked yetcites [76] Moyer, J., Wilson, D., Finkelshtein, I., Wong, B. & Potts, R. Correlation between sweat glucose and blood glucose in subjects with diabetes. Diabetes Technol. Ther. 14, 398–402 (2012). source
- Not checked yetcites [77] Sakaguchi, K. et al. Evaluation of a minimally invasive system for measuring glucose area under the curve during oral glucose tolerance tests: usefulness of sweat monitoring for precise measurement. J. Diabetes Sci. Technol. 7, 678–688 (2013). source
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Unlike epidermal enzyme-based biosensors, such immunosensors cannot be readily regenerated toward continuous monitoring applications, and along with other challenges of multi-step affinity bioassays, these devices require further efforts and innovations.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Exercise-based wearable sweat biosensors.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Yet, these devices require physical exercise for their operation, and are thus not compatible with continuous glucose monitoring in daily-life without exercise.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Exercise-based wearable sweat biosensors.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Iontophoresis-induced sweat generation obviates the need to exercise for sweat sampling.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
In the paper
“This US Food and Drug Administration (FDA)-approved device is capable of non-invasive glucose monitoring over a 12 hour period with 6 measurements per hour.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
What the sources say
- Not checked yetcites [30] Tierney, M. J., Tamada, J. A., Potts, R. O., Jovanovic, L. & Garg, S. Clinical evaluation of the GlucoWatch biographer: a continual, non-invasive glucose monitor for patients with diabetes. Biosens. Bioelectron. 16, 621–629 (2001). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Even so, as described, the sensing device was not integrated with the sweat generation device, but rather coupled to a commercially available Macroduct sweat collector using pilocarpine delivery.”
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
What the sources say
- Not checked yetcites [92] Tai, L. C. et al. Methylxanthine drug monitoring with wearable sweat sensors. Adv. Mater. 30, e1707442 (2018). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Not only do biomarker molecules in tears diffuse directly from the blood and exhibit close tear–blood concentration correlations, but also tear analysis presents opportunities for the diagnosis of ocular disease.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors
What the sources say
- Not checked yetcites [94] Farandos, N. M., Yetisen, A. K., Monteiro, M. J., Lowe, C. R. & Yun, S. H. Contact lens sensors in ocular diagnostics. Adv. Healthc. Mater. 4, 792–810 (2015). source
- Not checked yetcites [95] Baca, J. T., Finegold, D. N. & Asher, S. A. Tear glucose analysis for the noninvasive detection and monitoring of diabetes mellitus. Ocul. Surf. 5, 280–293 (2007). source
- Not checked yetcites [96] Thaysen, J. H. & Thorn, N. A. Excretion of urea, sodium, potassium and chloride in human tears. Am. J. Physiol. 178, 160–164 (1954). source
- Not checked yetcites [97] Mitsubayashi, K. & Arakawa, T. Cavitas sensors: contact lens type sensors & mouthguard sensors. Electroanalysis 28, 1170–1187 (2016). source
- Not checked yetcites [98] Pankratov, D., Gonzalez-Arribas, E., Blum, Z. & Shleev, S. Tear based bioelectronics. Electroanalysis 28, 1250–1266 (2016). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“In particular, tear glucose concentrations have been demonstrated to exhibit good correlation with blood glucose levels, reflecting the diffusion from the lachrymal artery when the tears are sampled without any eye irritation or stimulation, which can compromise the relationship94, 95, 99-101.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Secretion and composition of tears.
What the sources say
- Not checked yetcites [94] Farandos, N. M., Yetisen, A. K., Monteiro, M. J., Lowe, C. R. & Yun, S. H. Contact lens sensors in ocular diagnostics. Adv. Healthc. Mater. 4, 792–810 (2015). source
- Not checked yetcites [95] Baca, J. T., Finegold, D. N. & Asher, S. A. Tear glucose analysis for the noninvasive detection and monitoring of diabetes mellitus. Ocul. Surf. 5, 280–293 (2007). source
- Not checked yetcites [99] Sen, D. K. & Sarin, G. S. Tear glucose levels in normal people and in diabetic patients. Br. J. Ophthalmol. 64, 693–695 (1980). source
- Not checked yetcites [100] Chu, M. X. et al. Soft contact lens biosensor for in situ monitoring of tear glucose as non-invasive blood sugar assessment. Talanta 83, 960–965 (2011). source
- Not checked yetcites [101] Chu, M. et al. Biomedical soft contact-lens sensor for in situ ocular biomonitoring of tear contents. Biomed. Microdevices 13, 603–611 (2011). source
boostedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Contact lens-based sensors were initially introduced utilizing optical detection of tear glucose levels based on the interaction of glucose with concanavalin A or phenylboronic acid derivatives107,108.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Tear-based wearable biosensors.
What the sources say
- Not checked yetcites [107] Alexeev, V. L., Das, S., Finegold, D. N. & Asher, S. A. Photonic crystal glucose-sensing material for noninvasive monitoring of glucose in tear fluid. Clin. Chem. 50, 2353–2360 (2004). source
- Not checked yetcites [108] Ben-Moshe, M., Alexeev, V. L. & Asher, S. A. Fast responsive crystalline colloidal array photonic crystal glucose sensors. Anal. Chem. 78, 5149–5157 (2006). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“Despite the demonstrated correlations, sampling tears for in vitro diagnoses is associated with several errors that are due to the following: first, small sample volumes102; second, ease of evaporation during sample collection; third, variations in tear production among individuals and throughout the day103; and lastly, challenging collection methods that can affect the sampled analyte concentra”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Secretion and composition of tears.
What the sources say
- Not checked yetcites [102] Mishima, S., Gasset, A., Klyce, S. D. Jr. & Baum, J. L. Determination of tear volume and tear flow. Invest. Ophthalmol. 5, 264–276 (1966).
- Not checked yetcites [103] Fullard, R. J. & Carney, L. G. Diurnal variation in human tear enzymes. Exp. Eye Res. 38, 15–26 (1984). source
- Not checked yetcites [104] Yan, Q. et al. Measurement of tear glucose levels with amperometric glucose biosensor/capillary tube configuration. Anal. Chem. 83, 8341–8346 (2011). source
- Not checked yetcites [105] Stuchell, R. N., Feldman, J. J., Farris, R. L. & Mandel, I. D. The effect of collection technique on tear composition. Invest. Ophthalmol. Vis. Sci. 25, 374–377 (1984).
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Other contact lens-based optical sensors have involved the use of photonic crystal materials in combination with responsive hydrogels or fluorescent dyes for measuring glucose and other target analytes in tears110-113.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Tear-based wearable biosensors.
What the sources say
- Not checked yetcites [110] Khalil, O. S. Noninvasive photonic-crystal material for sensing glucose in tears. Clin. Chem. 50, 2236–2237 (2004). source
- Not checked yetcites [111] Cai, Z., Smith, N. L., Zhang, J. T. & Asher, S. A. Two-dimensional photonic crystal chemical and biomolecular sensors. Anal. Chem. 87, 5013–5025 (2015). source
- Not checked yetcites [112] Elsherif, M., Hassan, M. U., Yetisen, A. K. & Butt, H. Wearable contact lens biosensors for continuous glucose monitoring using smartphones. ACS Nano 12, 5452–5462 (2018). source
- Not checked yetcites [113] Sung, Y., Campa, F. & Shih, W. C. Open-source do-it-yourself multi-color fluorescence smartphone microscopy. Biomed. Opt. Express 8, 5075–5086 (2017). source
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“Further advances for the field came with the demonstration of electrochemical biosensing by the Parviz team114-116. This group investigated different biosensing strategies to achieve good sensitivity, linearity and accuracy.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Tear-based wearable biosensors.
What the sources say
- Not checked yetcites [114] Yao, H., Afanasiev, A., Lahdesmaki, I. & Parviz, B. A. A dual microscale glucose sensor on a contact lens, tested in conditions mimicking the eye. Proc. IEEE Micro. Electro. Mech. Syst. 2011, 25–28 (2011).
- Not checked yetcites [115] Yao, H. et al. A contact lens with integrated telecommunication circuit and sensors for wireless and continuous tear glucose monitoring. J. Micromech. Microeng. 22, 075007 (2012). source
- Not checked yetcites [116] Liao, Y. T., Yao, H. F., Lingley, A., Parviz, B. & Otis, B. P. A. 3-µW CMOS glucose sensor for wireless contact-lens tear glucose monitoring. IEEE J. Solid-State Circuits 47, 335–344 (2012). source
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Such sensor placement at the base of the eye (behind the eyelid) provides continuously accessible tear glucose measurements when coupled with wireless data transmission, without causing discomfort.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Tear-based wearable biosensors.
What the sources say
- Not checked yetcites [119] Kownacka, A. E. et al. Clinical evidence for use of a noninvasive biosensor for tear glucose as an alternative to painful finger-prick for diabetes management utilizing biopolymer coating. Biomacromolecules 19, 4504–4511 (2018). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“This device offers fast and easy fabrication along with a rapid and sensitive glucose response.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Tear-based wearable biosensors.
What the sources say
- Not checked yetcites [112] Elsherif, M., Hassan, M. U., Yetisen, A. K. & Butt, H. Wearable contact lens biosensors for continuous glucose monitoring using smartphones. ACS Nano 12, 5452–5462 (2018). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Overall, tear-based sensors have been focused primarily on glucose monitoring but show considerable promise for non-invasive sensing of other physiologically important biomarkers.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Challenges and future prospects.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Further progress has since been made by embedding a wireless read out chip (2.4 GHz) and by powering with far-field electromagnetic radiation (3μW within 15 cm)116.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Tear-based wearable biosensors.
What the sources say
- Not checked yetcites [116] Liao, Y. T., Yao, H. F., Lingley, A., Parviz, B. & Otis, B. P. A. 3-µW CMOS glucose sensor for wireless contact-lens tear glucose monitoring. IEEE J. Solid-State Circuits 47, 335–344 (2012). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“This advanced device focused on ensuring wearer comfort without hindrance to vision through the use of transparent soft materials, while integrating wireless electronics to eliminate the need for an external power source.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Tear-based wearable biosensors.
What the sources say
- Not checked yetcites [118] Park, J. et al. Soft, smart contact lenses with integrations of wireless circuits, glucose sensors, and displays. Sci. Adv. 4, eaap9841 (2018). source
plaindirectSingle case- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“As tear fluid contains thousands of proteins—the most abundant of which are lysozyme, lactoferrin and albumin—non-invasive tear monitoring could also be used to detect protein biomarkers correlated with disease121.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Challenges and future prospects.
What the sources say
- Not checked yetcites [121] Zhou, L. et al. In-depth analysis of the human tear proteome. J. Proteomics 75, 3877–3885 (2012). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The high protein content of saliva makes it attractive for detecting disease and stress biomarkers toward biomedical and fitness monitoring.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Compared with epidermally focused wearable biosensors, tear-based systems benefit from the advantage of continuous access to the target biofluid without the need for induction or extraction.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Challenges and future prospects.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, difficult sampling procedures complicate reliable tear-based sensing platforms while contact lens-type systems suffer from design constraints imposed by the nature of their operating environment.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Challenges and future prospects.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Several of these saliva biomarkers (e.g., drug, hormones, metabolites or antibodies) have been used in clinical settings as they offer meaningful diagnostic information140-144.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Secretion and composition of saliva.
What the sources say
- Not checked yetcites [140] Malon, R. S. P., Sadir, S., Balakrishnan, M. & Córcoles, E. P. Saliva-based biosensors: noninvasive monitoring tool for clinical diagnostics. Biomed Res. Int. 2014, 962903 (2014). source
- Not checked yetcites [141] Chicharro, J. L., Lucía, A., Pérez, M., Vaquero, A. F. & Ureña, R. Saliva composition and exercise. Sports Med. 26, 17–27 (1998). source
- Not checked yetcites [142] Singh, M. Non invasive diagnostic tool for pathological conditions salivary biomarkers. Int. J. Pharm. Biol. Arch. 5, 1–12 (2014).
- Not checked yetcites [143] Gatti, R. & De Palo, E. F. An update: salivary hormones and physical exercise. Scand. J. Med. Sci. Sports 21, 157–169 (2011). source
- Not checked yetcites [144] Viswanath, B., Choi, C. S., Lee, K. & Kim, S. Recent trends in the development of diagnostic tools for diabetes mellitus using patient saliva. Trends Analyt. Chem. 89, 60–67 (2017). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Such a fluidic platform was suggested by the Butt group112 for integration with an optical monitoring system, but has not been demonstrated for biosensing applications.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Challenges and future prospects.
What the sources say
- Not checked yetcites [112] Elsherif, M., Hassan, M. U., Yetisen, A. K. & Butt, H. Wearable contact lens biosensors for continuous glucose monitoring using smartphones. ACS Nano 12, 5452–5462 (2018). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Wearable contact lens tear monitoring platforms are highly advantageous as they do not cause any eye irritation and yield a relatively consistent tear fluid composition.”
§ Wearable biosensors for healthcare monitoring > Ocular wearable biosensors > Challenges and future prospects.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Many of the biomarkers in saliva pass directly from the bloodstream via transcellular or paracellular paths, making saliva the “mirror of the human body” that reflects the body’s physiological state to offer a non-invasive alternative to blood analysis.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Saliva is a complex oral fluid, which is produced mainly by the parotid gland and is composed of numerous constituents, such as metabolites, enzymes, hormones, proteins, microorganisms and ions125,135-140.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Secretion and composition of saliva.
What the sources say
- Not checked yetcites [125] Campuzano, S., Yanez-Sedeno, P. & Pingarron, J. M. Electrochemical bioaffinity sensors for salivary biomarkers detection. Trends Analyt. Chem. 86, 14–24 (2017). source
- Not checked yetcites [135] Aguirre, A. et al. Sialochemistry: a diagnostic tool? Crit. Rev. Oral Biol. Med. 4, 343–350 (1993). source
- Not checked yetcites [136] Kaufman, E. & Lamster, I. B. The diagnostic applications of saliva—a review. Crit. Rev. Oral Biol. Med. 13, 197–212 (2002). source
- Not checked yetcites [137] Chiappin, S., Antonelli, G., Gatti, R. & De Palo, E. F. Saliva specimen: a new laboratory tool for diagnostic and basic investigation. Clin. Chim. Acta 383, 30–40 (2007). source
- Not checked yetcites [138] Streckfus, C. F. & Bigler, L. R. Saliva as a diagnostic fluid. Oral Dis. 8, 69–76 (2002). source
- Not checked yetcites [139] Mandel, I. D. The diagnostic uses of saliva. J. Oral Pathol. Med. 19, 119–125 (1990). source
- Not checked yetcites [140] Malon, R. S. P., Sadir, S., Balakrishnan, M. & Córcoles, E. P. Saliva-based biosensors: noninvasive monitoring tool for clinical diagnostics. Biomed Res. Int. 2014, 962903 (2014). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“However, such in-mouth operation required the replacement of several teeth by the sensors and was subject to risks associated with potential leakage of the internal sensor solution.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“These oral-cavity sensors were integrated with a resonant coil for battery-free operation and were capable of detecting salivary bacteria at the single cell level in vitro using a naturally occurring antimicrobial peptide (AMP) biorecognition element along with label-free impedance transduction.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [32] Mannoor, M. S. et al. Graphene-based wireless bacteria detection on tooth enamel. Nat. Commun. 3, 763 (2012). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Despite these challenges, in-mouth biosensing platforms can offer an attractive painless route for obtaining dynamic chemical information from saliva.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Secretion and composition of saliva.
plainconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The first example of a wearable oral sensor was demonstrated in the 1960s and was based on a partial denture platform for monitoring mastication monitoring plaque pH and fluoride concentrations.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In the case of diabetes, changes in hormonal and neural balance may impact the salivary glands, which act as a filter from the blood, and lead to increased secretion of salivary glucose.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
In the paper
“The developed sensors are based on a GOX-modified poly(ethylene terephthalate) glycol (PETG) surface, and the device is seamlessly integrated with a wireless transmitter on a custom-fitted monolithic mouthguard platform.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [148] Arakawa, T. et al. Mouthguard biosensor with telemetry system for monitoring of saliva glucose: a novel cavitas sensor. Biosens. Bioelectron. 84, 106–111 (2016). source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Soni et al.126 have demonstrated the correlation between blood and saliva glucose concentrations to be R = 0.64 in healthy subjects, whereas diabetic subjects show a much closer relationship with R = 0.95.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [126] Soni, A. & Jha, S. K. A paper strip based non-invasive glucose biosensor for salivary analysis. Biosens. Bioelectron. 67, 763–768 (2015). source
boostedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“This configuration enables the telemetric measurement of salivary glucose in artificial saliva over the relevant physiological range (5–1000 μM) and the device has been further characterized through connection to a phantom jaw that mimics the human oral cavity with a saliva flow system.”
§ Wearable biosensors for healthcare monitoring > Oral-cavity wearable biosensors > Saliva-based wearable biosensors.
What the sources say
- Not checked yetcites [148] Arakawa, T. et al. Mouthguard biosensor with telemetry system for monitoring of saliva glucose: a novel cavitas sensor. Biosens. Bioelectron. 84, 106–111 (2016). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These advances have greatly enhanced the reliability of wearable biosensor, the analyte monitoring capabilities and wearability.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges
boosteddirect- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Some of these challenges are specific to the individual platforms or target analytes, whereas others are shared by all wearable biosensing systems.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These demonstrations have shown that wearable biosensors have immense potential for real-world applications.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Fouling of the surface of wearable biosensors, particularly those operating in sweat or tears over short durations, is expected to be less severe compared with that observed with implantable or minimally-invasive sensors.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Accuracy and stability.
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Such dramatic progress has benefited from the refinement of multiplexed-sensing platforms, improved biofluid sampling and advances in flexible materials and wireless electronics.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“A wireless electronic printed circuit board (PCB) containing a fully functional microcontroller is a widely used platform for wireless electronics due to its flexibility and cost-effectiveness.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Such severe conditions may affect the stability of their fragile bioreceptors.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Accuracy and stability.
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These issues can be partially addressed using proper microfluidic sampling systems and optimization of surface coating techniques.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Accuracy and stability.
plainconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Multiplexed sensing, including both biosensors and physical sensors, could provide active calibration for variations in temperature, pH and humidity.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Accuracy and stability.
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“motion with piezoelectric or triboelectric devices185,186”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
What the sources say
- Not checked yetcites [185] Yang, J.H. et al. Effect of garment design on piezoelectricity harvesting from joint movement. Smart Mater. Struct. 25, 1–15 (2016). source
- Not checked yetcites [186] Pu, X. et al. Wearable self-charging power textile based on flexible yarn supercapacitors and fabric nanogenerators. Adv. Mater. 28, 98–105 (2016). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“heat with thermoelectric materials187,188”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
What the sources say
- Not checked yetcites [187] Oh, J. Y. et al. Chemically exfoliated transition metal dichalcogenide nanosheet-based wearable thermoelectric generators. Energy Environ. Sci. 9, 1696–1705 (2016). source
- Not checked yetcites [188] Lu, Z. S., Zhang, H. H., Mao, C. P. & Li, C. M. Silk fabric-based wearable thermoelectric generator for energy harvesting from the human body. Appl. Energy 164, 57–63 (2016). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“Energy can be harvested from light with wearable solar cells183,184”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
What the sources say
- Not checked yetcites [183] O’Connor, T. F. et al. Wearable organic solar cells with high cyclic bending stability: materials selection criteria. Sol. Energy Mater. Sol. Cells 144, 438–444 (2016). source
- Not checked yetcites [184] Kim, B. J. et al. Highly efficient and bending durable perovskite solar cells: toward a wearable power source. Energy Environ. Sci. 8, 916–921 (2015). source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Advances in wearable power sources are a significant need, particularly with increases in energy demands caused by multiplexed sensing platforms.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > System integration and hardware.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it.
In the paper
“The global wearable sensors market was valued at roughly $150 million in 2016 and is projected to reach $2.86 billion by 2025, according to a recent market report (https://www.grandviewresearch.com/industry-analysis/global-wearable-sensor-market).”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Translation to the commercial market.
What the sources say
- Not checked yetcites https://www.grandviewresearch.com/industry-analysis/global-wearable-sensor-market
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The acceptance of these non-invasive biosensors by the medical community will require extensive and successful validation in human testing and improved understanding of the clinical relevancy of sensor information.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > What’s next?
plainconditional- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Such future advances, breakthroughs and growth will require close multidisciplinary collaboration among the engineering, scientific and medical communities.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > What’s next?
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The sensor preparation thus must ensure high bioreceptor stability for maintaining accuracy and reliability of the response.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Translation to the commercial market.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Fully integrated wearable biosensing platforms would require incorporation of wireless electronics (integrated with energy source) to facilitate the data processing and secured signal transmission.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Translation to the commercial market.
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The regeneration issue of immunosensors is another major challenge to overcome if prolonged use of wearables is to be attained.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Translation to the commercial market.
plainconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For completely reliable use, wearable devices must overcome stability issues caused by prolonged operation under uncontrolled conditions, biofouling from constituents present in the sampled biofluids, and intrinsic instabilities of the biological recognition components themselves.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Translation to the commercial market.
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“Furthermore, the use of mobile devices and smartphone-based microscopes, including algorithm-based applications, is expected to facilitate the readout of the response in optical wearable biosensors112,113,195.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Translation to the commercial market.
What the sources say
- Not checked yetcites [112] Elsherif, M., Hassan, M. U., Yetisen, A. K. & Butt, H. Wearable contact lens biosensors for continuous glucose monitoring using smartphones. ACS Nano 12, 5452–5462 (2018). source
- Not checked yetcites [113] Sung, Y., Campa, F. & Shih, W. C. Open-source do-it-yourself multi-color fluorescence smartphone microscopy. Biomed. Opt. Express 8, 5075–5086 (2017). source
- Not checked yetcites [195] Yetisen, A. K., Martinez-Hurtado, J. L., Garcia-Melendrez, A., Vasconcellos, F. D. & Lowe, C. R. A smartphone algorithm with inter-phone repeatability for the analysis of colorimetric tests. Sens. Actuators B Chem. 196, 156–160 (2014). source
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“A large portion of this future market share is expected to be made up of wearable biosensors, primarily non-invasive glucose monitoring2.”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Translation to the commercial market.
What the sources say
- Not checked yetcites [2] Heikenfeld, J. et al. Wearable sensors: modalities, challenges, and prospects. Lab Chip 18, 217–248 (2018). source
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Furthermore, the devices must be capable of robust operation without the need for constant (re)calibration (common in laboratory settings).”
§ Wearable biosensors for healthcare monitoring > Prospects and challenges > Translation to the commercial market.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
The paper relies on this without support.
Sweat glands are distributed across the entire body with more than 100 glands/cm2 of skin.
“Sweat is the most readily obtainable biofluid for chemical sensing applications since sweat glands are distributed across the entire body with more than 100 glands/cm2 of skin.”
The paper relies on this without support.
Sweat lactate is a byproduct of local sweat gland metabolism and intense physical activity induces higher generation rates.
“Sweat lactate is a byproduct of local sweat gland metabolism and intense physical activity induces higher generation rates.”
The paper relies on this without support.
ISF components diffuse directly from the capillary endothelium.
“Within the viable skin tissue, skin cells are surrounded by ISF, which provides nutrients that diffuse directly from the capillary endothelium.”
The paper relies on this without support.
Wearable biosensor technologies can improve health and performance.
“Considering all the above challenges, we are only at the beginning of understanding how wearable biosensor technologies can improve our health and performance.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The cited source says what the claim attributes to it.
In the citing paper
“Biosensing technology is increasingly being used to provide real-time physiological information using dynamic non-invasive measurements of markers including but not limited to heart rate (Kim et al. 2019).”
From Effects of a Personalized Stress Management Intervention on Maternal Mental Health: A Randomized Clinical Trial. (2025) · cites this paper as Kim et al. 2019
In the citing paper
“Despite some efforts, several challenges remain, such as difficulty in sampling tears, small sample volumes, issues with fast evaporation, dependence of tear composition on emotional or mechanical stimulation, and reliable operation of fully integrated wireless sensing platforms [126,152].”
From The emergence of AI-based wearable sensors for digital health technology: a review (2023) · cites this paper as [126]
In the citing paper
“Biochemical sensors can measure body fluid electrolytes with the use of electrochemical transducers, offering valuable information about plasma volume status and analyte concentrations30.”
From Smart wearable devices in cardiovascular care: Where we are and how to move forward (2021) · cites this paper as [30]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Rated minor: it would not touch a result — a value no result rests on, a p-value that stays on the same side of the significance level, or a conflict that is clerical, resolved elsewhere in the paper, or outside its own findings.
In the paper
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Iontophoresis-based epidermal biosensors.
“A recent paper from our group (J.K., J.W. et al.)75 describes the merging of an iontophoretic sweat-generation system with an amperometric biosensing system in a single wearable tattoo platform (Fig. 4d).”
§ Wearable biosensors for healthcare monitoring > References
“75. Wang L Weaving sensing fibers into electrochemical fabric for real-time health monitoring. Adv. Funct. Mater 28, 1804456 (2018).”
Rated minor: it would not touch a result — a value no result rests on, a p-value that stays on the same side of the significance level, or a conflict that is clerical, resolved elsewhere in the paper, or outside its own findings.
In the paper
§ Wearable biosensors for healthcare monitoring > Epidermal wearable biosensors > Exercise-based wearable sweat biosensors.
“piezoelectric biosensing systems have also been introduced as new electronic-skin platforms monitoring sweat metabolites (Fig. 3h)56.”
§ Wearable biosensors for healthcare monitoring > References
“56. Morris D Bio-sensing textile based patch with integrated optical detection system for sweat monitoring. Sens. Actuators B 139, 231– 236 (2009).”
Citations
Cites
Fully integrated wearable sensor arrays for multiplexed in situ perspiration analysis
Gao, W., Emaminejad, S., Nyein, H. Y. Y., Challa, S., Chen, K., Peck, A., Fahad, H. M., Ota, H., Shiraki, H., Kiriya, D., et al. (2016) · Nature · doi:10.1038/nature16521 · Cited by 5,087
ELECTRODE SYSTEMS FOR CONTINUOUS MONITORING IN CARDIOVASCULAR SURGERY
Clark, L. C., & Lyons, C. (1962) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1962.tb13623.x · Cited by 3,945
Electrochemical Glucose Biosensors
Wang, J. (2008) · Chemical Reviews · doi:10.1021/cr068123a · Cited by 3,498
Self-citationStretchable, Skin-Mountable, and Wearable Strain Sensors and Their Potential Applications: A Review
Amjadi, M., Kyung, K., Park, I., & Sitti, M. (2016) · Advanced Functional Materials · doi:10.1002/adfm.201504755 · Cited by 3,202
Multiplexed electrical detection of cancer markers with nanowire sensor arrays
Zheng, G., Patolsky, F., Cui, Y., Wang, W. U., & Lieber, C. M. (2005) · Nature Biotechnology · doi:10.1038/nbt1138 · Cited by 2,461
Wearable Electronics and Smart Textiles: A Critical Review
Stoppa, M., & Chiolerio, A. (2014) · Sensors · doi:10.3390/s140711957 · Cited by 2,107
Lee, H., Choi, T. K., Lee, Y. B., Cho, H. R., Ghaffari, R., Wang, L., Choi, H. J., Chung, T. D., Lu, N., Hyeon, T., et al. (2016) · Nature Nanotechnology · doi:10.1038/nnano.2016.38 · Cited by 1,802
Lab-on-Skin: A Review of Flexible and Stretchable Electronics for Wearable Health Monitoring
Liu, Y., Pharr, M., & Salvatore, G. A. (2017) · ACS Nano · doi:10.1021/acsnano.7b04898 · Cited by 1,725
Bariya, M., Nyein, H. Y. Y., & Javey, A. (2018) · Nature Electronics · doi:10.1038/s41928-018-0043-y · Cited by 1,486
Gibson, L. E., & Cooke, R. E. (1959) · Pediatrics · doi:10.1542/peds.23.3.545 · Cited by 1,434
Research works printed but not linked: 3
- Singh, M. Non invasive diagnostic tool for pathological conditions salivary biomarkers. Int. J. Pharm. Biol. Arch. 5, 1–12 (2014).
- Imani, S., Mercier, P.P., Bandodkar, A.J., Kim, J. & Wang, J. in 2016 IEEE International Symposium on Circuits and Systems (ISCAS) 1122–1125 (IEEE, 2016).
- Dimitriou, T. & Ioannis, K. in First International Symposium on Applied Sciences on Biomedical and Communication Technologies, 2008 ISABEL’08 1–5 (IEEE, 2008).
Cited by
Sorted by citations
Items 501–600 of 1,007
Tu, J., Yeom, J., Ulloa, J. C., Solomon, S. A., Min, J., Heng, W., Kim, G., Dao, J., Vemu, R., Pang, M., et al. (2025) · Science Advances · doi:10.1126/sciadv.adx6491 · Cited by 88
Stretchable gold fiber-based wearable electrochemical sensor toward pH monitoring
Wang, R., Zhai, Q., Zhao, Y., An, T., Gong, S. P., Guo, Z., Shi, Q., Yong, Z., & Cheng, W. (2020) · Journal of Materials Chemistry B · doi:10.1039/c9tb02477h · Cited by 88
Wearable and Implantable Intraocular Pressure Biosensors: Recent Progress and Future Prospects
Yang, C., Huang, X., Li, X., Yang, C., Zhang, T., Wu, Q., Liu, D., Lin, H., Chen, W., Hu, N., et al. (2021) · Advanced Science · doi:10.1002/advs.202002971 · Cited by 87
Multifunctional Fiber‐Enabled Intelligent Health Agents
Chen, M., Li, P., Wang, R., Xiang, Y., Huang, Z., Qiao, Y., He, M., Liu, J., Wang, J., Su, M., et al. (2022) · Advanced Materials · doi:10.1002/adma.202200985 · Cited by 89
Self-citationMing, D., Sangkaew, S., Chanh, H. Q., Phung, N. T. H., Yacoub, S., Georgiou, P., & Holmes, A. (2020) · International Journal of Infectious Diseases · doi:10.1016/j.ijid.2020.05.086 · Cited by 76
Dong, B., Shi, Q., He, T., Zhu, S., Zhang, Z., Sun, Z., Ma, Y., Kwong, D., & Lee, C. (2020) · Advanced Science · doi:10.1002/advs.201903636 · Cited by 85
Point-of-Care Diagnostics of COVID-19: From Current Work to Future Perspectives
Hussein, H. A., Hassan, R. Y. A., Chino, M., & Febbraio, F. (2020) · Sensors · doi:10.3390/s20154289 · Cited by 87
Leverage Surface Chemistry for High-Performance Triboelectric Nanogenerators
Xu, J. H., Zou, Y., Nashalian, A., & Chen, J. (2020) · Frontiers in Chemistry · doi:10.3389/fchem.2020.577327 · Cited by 88
“, 2019), rigid structure, toxic chemical components, and unsustainable working mode, which includes periodically recharging or even replacing the battery unit, deems portable energy storage units obsolete for wide-range adoption to mobile electronics, and more specifically wearable devices (Wang, 2013; Zang et al., 20…”
BackgroundHighly Concentrated, Conductive, Defect-free Graphene Ink for Screen-Printed Sensor Application
Kim, D. S., Jeong, J.-M., Park, H. J., Kim, Y. K., Lee, K. G., & Choi, B. G. (2021) · Nano-Micro Letters · doi:10.1007/s40820-021-00617-3 · Cited by 91
Jeng, M., Pai, F., & Yeh, T. (2022) · Behavioral Sciences · doi:10.3390/bs12040114 · Cited by 95
“Such devices used for health-related surveillance present higher precision than traditional sampling frequency and are more suitable for long-period digital preventive measure and self-evaluation of behavior [8,9].”
BackgroundMacovei, D.-G., Irimeș, M., Hosu, O., Cristea, C., & Tertiş, M. (2022) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-022-04320-z · Cited by 86
Das, R., Nag, S., & Banerjee, P. (2023) · Molecules · doi:10.3390/molecules28031259 · Cited by 94
Wearable Plasmonic Sweat Biosensor for Acetaminophen Drug Monitoring
Xiao, J., Wang, J., Luo, Y., Xu, T., & Zhang, X. (2023) · ACS Sensors · doi:10.1021/acssensors.3c00063 · Cited by 85
Self-citationMicrofluidics-Based Nanobiosensors for Healthcare Monitoring
Kumari, M., Gupta, V., Kumar, N., & Arun, R. K. (2023) · Molecular Biotechnology · doi:10.1007/s12033-023-00760-9 · Cited by 91
“Following are the most important applications of nanobiosensors used in health-care sector [38, 39].”
Flexible and Wearable Biosensors for Monitoring Health Conditions
Song, Z., Zhou, S., Qin, Y., Xia, X., Sun, Y., Han, G., Shu, T., Hu, L., & Zhang, Q. M. (2023) · Biosensors · doi:10.3390/bios13060630 · Cited by 96
“The outstanding capabilities of wearable biosensors have been illuminated in several recent reviews including non-invasive [22,23], multiple metabolites analysis [24,25], online monitoring [26,27], etc.”
BackgroundHe, X., Li, B., Cai, J., Zhang, H., Li, C., Li, X., Yu, J., Wang, L., & Qin, X. (2023) · SusMat · doi:10.1002/sus2.155 · Cited by 88
Imperceptible augmentation of living systems with organic bioelectronic fibres
Wang, W., Pan, Y., Shui, Y., Hasan, T., Lei, I. M., Ka, S. G. S., Savin, T., Velasco‐Bosom, S., Cao, Y., McLaren, S. B. P., et al. (2024) · Nature Electronics · doi:10.1038/s41928-024-01174-4 · Cited by 93
Application of Microfluidics in Wearable Devices
Chen, G., Zheng, J., Liu, L., & Xu, L. (2019) · Small Methods · doi:10.1002/smtd.201900688 · Cited by 90
Electrochemical biosensors: a nexus for precision medicine
Pollard, T. D., Ong, J. J., Goyanes, Á., Orlu, M., Gaisford, S., Elbadawi, M., & Basit, A. W. (2020) · Drug Discovery Today · doi:10.1016/j.drudis.2020.10.021 · Cited by 87
Zhang, X., Ai, J., Zou, R., & Su, B. (2021) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.1c04457 · Cited by 87
Biocompatible Wearable Electrodes on Leaves toward the On-Site Monitoring of Water Loss from Plants
Barbosa, J. A., Freitas, V. M. S., Vidotto, L. H. B., Schleder, G. R., de Oliveira, R. A. G., Rocha, J. F., Kubota, L. T., Vieira, L. C. S., Tolentino, H. C. N., Neckel, I. T., et al. (2022) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.2c02943 · Cited by 86
Ye, G., Wan, Y., Wu, J., Zhuang, W., Zhou, Z., Jin, T., Zi, J., Zhang, D., Geng, X., & Yang, P. (2022) · Nano Energy · doi:10.1016/j.nanoen.2022.107148 · Cited by 85
In-situ preparation of lactate-sensing membrane for the noninvasive and wearable analysis of sweat
Jiang, D., Xu, C., Zhang, Q., Ye, Y., Cai, Y., Li, K. C., Li, Y., Huang, X., & Wang, Y. (2022) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2022.114303 · Cited by 87
Paper‐based Wearable Electrochemical Sensors: A New Generation of Analytical Devices
Deroco, P. B., Wachholz, D., & Kubota, L. T. (2022) · Electroanalysis · doi:10.1002/elan.202200177 · Cited by 93
Intelligent wearable devices based on nanomaterials and nanostructures for healthcare
Xie, L., Zhang, Z., Wu, Q., Gao, Z., Mi, G., Wang, R., Sun, H., Zhao, Y., & Du, Y. (2022) · Nanoscale · doi:10.1039/d2nr04551f · Cited by 87
DNA Nanomaterial-Based Electrochemical Biosensors for Clinical Diagnosis
Chu, M., Zhang, Y., Ji, C., Zhang, Y., Yuan, Q., & Tan, J. (2024) · ACS Nano · doi:10.1021/acsnano.4c11857 · Cited by 90
Silk Fibroin-Based Therapeutics for Impaired Wound Healing
Lehmann, T., Vaughn, A. E., Seal, S., Liechty, K. W., & Zgheib, C. (2022) · Pharmaceutics · doi:10.3390/pharmaceutics14030651 · Cited by 85
“Since then, biosensors have been used in a wide variety of detection applications, including immune response, DNA hybridization, and sweat [79].”
BackgroundMukherjee, S., Suleman, S., Pilloton, R., Narang, J., & Rani, K. (2022) · Sensors · doi:10.3390/s22114228 · Cited by 89
“The dielectric sensor is made up of biocompatible materials that may be put in the mouth, which can also detect alcohol, pH, salinity, sugar, and even temperature [49,50].”
BackgroundIn Situ Forming Epidermal Bioelectronics for Daily Monitoring and Comprehensive Exercise
Tang, H., Li, Y., Chen, B., Chen, X., Han, Y., Guo, M., Xia, H.-Q., Song, R., Zhang, X., & Zhou, J. (2022) · ACS Nano · doi:10.1021/acsnano.2c03414 · Cited by 89
Garland, N. T., Schmieder, J., Johnson, Z. T., Hjort, R. G., Chen, B., Andersen, C., Sanborn, D., Kjeldgaard, G., Pola, C. C., Li, J., et al. (2023) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.3c04665 · Cited by 88
Optical Biosensors for Diagnostics of Infectious Viral Disease: A Recent Update
Sharma, A., Mishra, R. K., Goud, K. Y., Mohamed, M. A., Kummari, S., Tiwari, S., Li, Z., Narayan, R. J., Stanciu, L., & Marty, J. (2021) · Diagnostics · doi:10.3390/diagnostics11112083 · Cited by 85
Dong, B., Zhang, Z., Shi, Q., Wei, J., Ma, Y., Xiao, Z., & Lee, C. (2022) · Science Advances · doi:10.1126/sciadv.abl9874 · Cited by 83
“…and advancement in the past decade because of their attractive characteristics such as flexibility, stretchability, light weight, and function diversity for widespread applications including personalized health care, soft robotics, prosthetics, and human-machine interfaces (HMIs) ( 1 – 5 ).”
A self-powered skin-patch electrochromic biosensor
Santiago, S., Río-Colín, D., Azizkhani, H., Pellitero, M. A., Guirado, G., & del Campo, F. J. (2020) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2020.112879 · Cited by 83
Implantable Fiber Biosensors Based on Carbon Nanotubes
Feng, J., Chen, C., Sun, X., & Peng, H. (2021) · Accounts of Materials Research · doi:10.1021/accountsmr.0c00109 · Cited by 83
Goud, K. Y., Mahato, K., Teymourian, H., Longardner, K., Litvan, I., & Wang, J. (2021) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2021.131234 · Cited by 87
Self-citationMultilayer flexible electronics: Manufacturing approaches and applications
Wang, Y., Xu, C., Yu, X., Zhang, H., & Han, M. (2022) · Materials Today Physics · doi:10.1016/j.mtphys.2022.100647 · Cited by 85
Elpa, D. P., Chiu, H., Wu, S., & Urban, P. L. (2020) · Trends in Endocrinology and Metabolism · doi:10.1016/j.tem.2020.11.009 · Cited by 82
Zhang, Q., Yang, G., Li, X., Dong, G., Su, W., Cui, M. J., Wang, Z. G., Liu, M., Zhou, Z., & Zhang, X. (2022) · ACS Nano · doi:10.1021/acsnano.2c10404 · Cited by 81
Artificial Intelligence‐Based Medical Sensors for Healthcare System
Chen, M., Cui, D., Haick, H., & Tang, N. (2023) · Advanced Sensor Research · doi:10.1002/adsr.202300009 · Cited by 87
Salivary analysis: An emerging paradigm for non‐invasive healthcare diagnosis and monitoring
Liao, C., Chen, X., & Fu, Y. (2023) · Interdisciplinary medicine · doi:10.1002/inmd.20230009 · Cited by 85
Clark, K. M., & Ray, T. R. (2023) · ACS Sensors · doi:10.1021/acssensors.3c01512 · Cited by 87
Recent advancements in machine learning enabled portable and wearable biosensors
Kadian, S., Kumari, P., Shukla, S., & Narayan, R. J. (2023) · Talanta Open · doi:10.1016/j.talo.2023.100267 · Cited by 85
Garg, M., Guo, H., Maclam, E., Zhanov, E., Samudrala, S., Pavlov, A. F., Rahman, M. S., Namkoong, M., Moreno, J. P., & Tian, L. (2024) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.4c10033 · Cited by 88
A smart acoustic textile for health monitoring
Wang, Y., Sun, C., & Ahmed, D. (2025) · Nature Electronics · doi:10.1038/s41928-025-01386-2 · Cited by 93
A biochemical sensor with continuous extended stability in vivo
Chen, Y., Fu, K. X., Cotton, R. M., Ou, Z., Kwak, J. W., Chien, J., Kesler, V., Nyein, H. Y. Y., Eisenstein, M. S., & Soh, H. T. (2025) · Nature Biomedical Engineering · doi:10.1038/s41551-025-01389-6 · Cited by 83
“We quantified baseline stability in terms of signal deterioration over time in the absence of kanamycin, with SWV measurements collected on days 1, 3, 7, 14 and 28 and quantified relative to the sensors’ initial SWV peak current at day 0.”
Campuzano, S., Pedrero, M., Gamella, M., Serafín, V., Yáñez‐Sedeño, P., & Pingarrón, J. M. (2020) · Sensors · doi:10.3390/s20123376 · Cited by 81
Demuru, S., Kunnel, B. P., & Briand, D. (2020) · Advanced Materials Technologies · doi:10.1002/admt.202000328 · Cited by 82
Single-Molecule Optical Biosensing: Recent Advances and Future Challenges
Dey, S., Dolci, M., & Zijlstra, P. (2023) · ACS Physical Chemistry Au · doi:10.1021/acsphyschemau.2c00061 · Cited by 81
Barman, S. R., Lin, Y.-J., Lee, K., Pal, A., Tiwari, N., Lee, S., & Lin, Z. (2023) · ACS Nano · doi:10.1021/acsnano.2c10770 · Cited by 81
Wearable sensors for monitoring marine environments and their inhabitants
Kaidarova, A., Geraldi, N. R., Wilson, R. P., Kosel, J., Meekan, M. G., Eguı́luz, V. M., Hussain, M. M., Shamim, A., Liao, H., Srivastava, M. B., et al. (2023) · Nature Biotechnology · doi:10.1038/s41587-023-01827-3 · Cited by 87
Technological Advances of Wearable Device for Continuous Monitoring of In Vivo Glucose
Huang, X., Yao, C., Huang, S., Zheng, S., Liu, Z., Liu, J., Wang, J., Chen, H., & Xie, X. (2024) · ACS Sensors · doi:10.1021/acssensors.3c01947 · Cited by 84
Self-citationWearable device for continuous sweat lactate monitoring in sports: a narrative review
Yang, G., Hong, J., & Park, S.-B. (2024) · Frontiers in Physiology · doi:10.3389/fphys.2024.1376801 · Cited by 93
Structurally coloured contact lens sensor for point-of-care ophthalmic health monitoring
Wang, Y., Zhao, Q., & Du, X. (2020) · Journal of Materials Chemistry B · doi:10.1039/c9tb02389e · Cited by 81
Recent advancements in flexible and wearable sensors for biomedical and healthcare applications
Wang, Y., Yang, B., Hua, Z., Zhang, J., Guo, P., Hao, D., Gao, Y., & Huang, J. (2021) · Journal of Physics D Applied Physics · doi:10.1088/1361-6463/ac3c73 · Cited by 88
“In recent years, research interests have branched out from tracing conventional physical signals to concentrating on overcoming crucial challenges in biomedicine and healthcare applications, such as early cancer diagnosis and long-desired diabetes treatment [33–37].”
Yang, Q., Rosati, G., Abarintos, V., Aroca, M. A., Osma, J. F., & Merkoçi, A. (2022) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2022.114005 · Cited by 85
Farooq, A. S., & Zhang, P. (2022) · Sensors and Actuators A Physical · doi:10.1016/j.sna.2022.113715 · Cited by 83
Pei, X., Sun, M., Wang, J., Bai, J., Bo, X., & Zhou, M. (2022) · Small · doi:10.1002/smll.202205061 · Cited by 82
Self-citationYang, D., Wang, J., Cao, Y., Tong, X., Hua, T., Qin, R., & Shao, Y. (2023) · ACS Applied Electronic Materials · doi:10.1021/acsaelm.2c01405 · Cited by 82
Self-citationSaeidi, M., Chenani, H., Orouji, M., Rastkhiz, M. A., Bolghanabadi, N., Vakili, S., Mohamadnia, Z., Hatamie, A., & Simchi, A. (2023) · Biosensors · doi:10.3390/bios13080823 · Cited by 86
“The growing popularity of wearable biosensors in healthcare management stems from their capacity to continuously and instantly gather physiological data by means of noninvasive analysis of biochemical markers present in biofluids, such as sweat, tears, saliva, and interstitial fluid [1].”
BackgroundInfluentialMicrofluidic-based plasmonic microneedle biosensor for uric acid ultrasensitive monitoring
Xiao, J., Zhang, S., Liu, Q., Xu, T., & Zhang, X. (2023) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2023.134685 · Cited by 81
Fabric-based lamina emergent MXene-based electrode for electrophysiological monitoring
Lee, S., Ho, D. H., Jekal, J., Cho, S. Y., Choi, Y. J., Oh, S., Choi, Y. Y., Lee, T., Jang, K., & Cho, J. H. (2024) · Nature Communications · doi:10.1038/s41467-024-49939-x · Cited by 84
The Application of Artificial Intelligence in the Genetic Study of Alzheimer’s Disease
Mishra, R., & Li, B. (2020) · Aging and Disease · doi:10.14336/ad.2020.0312 · Cited by 85
“[152], these dynamic databases will also be established.”
BackgroundA sweat-pH-enabled strongly adhesive hydrogel for self-powered e-skin applications
Zhang, L., Wang, S., Wang, Z., Huang, Z., Sun, P., Dong, F., Liu, H., Wang, D., & Xu, X. (2023) · Materials Horizons · doi:10.1039/d3mh00174a · Cited by 80
Niu, J., Lin, S., Chen, D., Wang, Z., Cao, C., Gao, A., Cui, S., Liu, Y., Hong, Y., Zhi, X., et al. (2023) · Small · doi:10.1002/smll.202306769 · Cited by 81
A review of wearable technology in healthcare: Monitoring patient health and enhancing outcomes
Adeghe, E. P., Okolo, C. A., & Ojeyinka, O. T. (2024) · Open Access Research Journal of Multidisciplinary Studies · doi:10.53022/oarjms.2024.7.1.0019 · Cited by 96
“The future of wearables involves the integration of more advanced biosensors capable of capturing a broader array of health data (Kim et al., 2019).”
BackgroundTough adhesion enhancing strategies for injectable hydrogel adhesives in biomedical applications
Ouyang, C., Yu, H., Wang, L., Ni, Z., Liu, X., Shen, D., Yang, J., Shi, K., & Wang, H. (2023) · Advances in Colloid and Interface Science · doi:10.1016/j.cis.2023.102982 · Cited by 82
Wolkowicz, K. L., Aiello, E. M., Vargas, E., Teymourian, H., Tehrani, F., Wang, J., Pinsker, J. E., Doyle, F. J., Patti, M., Laffel, L. M., et al. (2020) · Bioengineering & Translational Medicine · doi:10.1002/btm2.10201 · Cited by 84
Self-citationPhotolithographically Printed Flexible Silk/PEDOT:PSS Temperature Sensors
Pradhan, S., & Yadavalli, V. K. (2020) · ACS Applied Electronic Materials · doi:10.1021/acsaelm.0c01017 · Cited by 79
Vaquer, A., Barón, E., & de la Rica, R. (2020) · ACS Sensors · doi:10.1021/acssensors.0c01980 · Cited by 79
Zhou, Z., Shu, T., Sun, Y., Si, H., Peng, P., Su, L., & Zhang, X. (2021) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2021.113530 · Cited by 78
Human joint enabled flexible self-sustainable sweat sensors
Li, H., Chang, T., Gai, Y., Liang, K., Jiao, Y., Li, D., Jiang, X., Wang, Y., Huang, X., Wu, H., et al. (2021) · Nano Energy · doi:10.1016/j.nanoen.2021.106786 · Cited by 78
Kukkar, D., Zhang, D., Jeon, B., & Kim, K. (2022) · TrAC Trends in Analytical Chemistry · doi:10.1016/j.trac.2022.116570 · Cited by 78
Photocrosslinked methacrylated natural macromolecular hydrogels for tissue engineering: A review
Yang, X., Li, X., Wu, Z., & Cao, L. (2023) · International Journal of Biological Macromolecules · doi:10.1016/j.ijbiomac.2023.125570 · Cited by 79
Recent Advances in Hydrogel-Based Biosensors for Cancer Detection
Sun, S., & Chen, J. (2024) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.4c02317 · Cited by 84
Smart closed-loop drug delivery systems
Paci, M. M., Saha, T., Djassemi, O., Wu, S. T., Chua, C. Y. X., Wang, J., & Grattoni, A. (2025) · Nature Reviews Bioengineering · doi:10.1038/s44222-025-00328-z · Cited by 96
“Various flexible, skin-worn amperometric and potentiometric electrochemical sensors have been developed for the continuous monitoring of sweat metabolites and electrolytes 11,27 .”
Self-citationWang, J., & Dong, J. (2020) · Sensors · doi:10.3390/s20143981 · Cited by 77
“Significantly, non-invasive physiological signal detections including but not limited to blood glucose, blood oxygen and analysis of chemicals in the body fluid have been successfully achieved [7,8].”
BackgroundSelf-citationPhotodetectors based on two dimensional materials for biomedical application
Liu, S., Zhang, X., Gu, X., & Ming, D. (2019) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2019.111617 · Cited by 77
Tang, Y., Gan, S., Zhong, L., Sun, Z., Xu, L., Liao, C., Lin, K., Cui, X., He, D., Ma, Y., et al. (2021) · Advanced Functional Materials · doi:10.1002/adfm.202107653 · Cited by 78
Closing the loop for patients with Parkinson disease: where are we?
Teymourian, H., Tehrani, F., Longardner, K., Mahato, K., Podhajny, T., Moon, J., Goud, K. Y., Sempionatto, J. R., Litvan, I., & Wang, J. (2022) · Nature Reviews Neurology · doi:10.1038/s41582-022-00674-1 · Cited by 82
Self-citationUnderwater Self-Healing and Recyclable Ionogel Sensor for Physiological Signal Monitoring
Zhao, Y., Wang, F., Liu, J., Gan, D., Lei, B., Shao, J., Wang, W., Wang, Q., & Dong, X. (2023) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.3c05943 · Cited by 77
Liu, K., Wang, M., Huang, C., Yuan, Y., Ning, Y., Zhang, L., & Wan, P. (2023) · Advanced Science · doi:10.1002/advs.202305672 · Cited by 78
Borophene nanomaterials: synthesis and applications in biosensors
Gupta, G. H., Kadakia, S., Agiwal, D., Keshari, T., & Kumar, S. (2024) · Materials Advances · doi:10.1039/d3ma00829k · Cited by 77
Recent advances in user-friendly computational tools to engineer protein function
Sequeiros-Borja, C. E., Surpeta, B., & Brezovský, J. (2020) · Briefings in Bioinformatics · doi:10.1093/bib/bbaa150 · Cited by 81
Current Trends in the Biosensors for Biological Warfare Agents Assay
Pohanka, M. (2019) · Materials · doi:10.3390/ma12142303 · Cited by 76
Zhang, Z., Azizi, M., Lee, M. D., Davidowsky, P., Lawrence, P., & Abbaspourrad, A. (2019) · Lab on a Chip · doi:10.1039/c9lc00734b · Cited by 75
Park, H. J., Jeong, J., Son, S. G., Kim, S. J., Lee, M., Kim, H., Jeong, J., Hwang, S. Y., Park, J., Eom, Y., et al. (2021) · Advanced Functional Materials · doi:10.1002/adfm.202011059 · Cited by 75
Wearable microfluidic-based e-skin sweat sensors
Tabasum, H., Gill, N. K., Mishra, R., & Lone, S. (2022) · RSC Advances · doi:10.1039/d1ra07888g · Cited by 77
Involvement of metal organic frameworks in wearable electrochemical sensor for efficient performance
Sharma, A., Singh, A., Gupta, V., Sundramoorthy, A. K., & Arya, S. K. (2023) · Trends in Environmental Analytical Chemistry · doi:10.1016/j.teac.2023.e00200 · Cited by 76
Wei, W., Zhou, S., Ma, D., Li, Q., Ran, M., Li, X., Wu, X., & Zhu, Q. (2023) · Advanced Functional Materials · doi:10.1002/adfm.202302917 · Cited by 76
Wang, M., Liu, H., & Fan, K. (2023) · Small Methods · doi:10.1002/smtd.202301049 · Cited by 75
Review—Quantum Biosensors: Principles and Applications in Medical Diagnostics
Das, S., Mazumdar, H., Khondakar, K. R., Mishra, Y. K., & Kaushik, A. K. (2024) · ECS Sensors Plus · doi:10.1149/2754-2726/ad47e2 · Cited by 83
A review of sampling, energy supply and intelligent monitoring for long-term sweat sensors
Yang, P., Wei, G., Liu, A., Huo, F., & Zhang, Z. (2022) · npj Flexible Electronics · doi:10.1038/s41528-022-00165-9 · Cited by 77
Li, Z., Xu, B., Han, J., Huang, J., & Fu, H. C. (2021) · Advanced Functional Materials · doi:10.1002/adfm.202106731 · Cited by 75
Goldoni, R., Dolci, C., Boccalari, E., Inchingolo, F., Paghi, A., Strambini, L. M., Galimberti, D., & Tartaglia, G. M. (2022) · Ageing Research Reviews · doi:10.1016/j.arr.2022.101587 · Cited by 86
“Biosensors are deemed to offer several advantages over traditional screening procedures, such as a rapid time-to-response, ease of use, lowcost and low-power requirements, portability, and proximity to the patient through the exploitation of point-of-care (POC) devices (Goldoni et al., 2021; Kim et al., 2019; Mani et…”
Analytical device miniaturization for the detection of circulating biomarkers
Natalia, A., Zhang, L., Sundah, N. R., Zhang, Y., & Shao, H. (2023) · Nature Reviews Bioengineering · doi:10.1038/s44222-023-00050-8 · Cited by 77
Integrating machine learning and biosensors in microfluidic devices: A review
Antonelli, G., Filippi, J., D’Orazio, M., Curci, G., Casti, P., Mencattini, A., & Martinelli, E. (2024) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2024.116632 · Cited by 81
Dong, J., Hou, J., Peng, Y., Zhang, Y., Liu, H., Long, J., Park, S., Liu, T. X., & Huang, Y. (2024) · Advanced Materials · doi:10.1002/adma.202409071 · Cited by 79
Machín, A., & Márquez, F. (2025) · Chemosensors · doi:10.3390/chemosensors13090345 · Cited by 80
Clinical Opportunities for Continuous Biosensing and Closed-Loop Therapies
Li, J., Liang, J., Laken, S. J., Langer, R., & Traverso, G. (2020) · Trends in Chemistry · doi:10.1016/j.trechm.2020.02.009 · Cited by 74
Mirzajani, H., Mirlou, F., Istif, E., Singh, R., & Beker, L. (2021) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2021.113761 · Cited by 74
Metadata
- Authors
- Kim, J., Campbell, A. S., de Ávila, B. E.-F., & Wang, J.
- Affiliations
- University of California San Diego (US)
- Corresponding author
- Wang, Joseph
- Venue
- Nature Biotechnology
- Published
- 2019-02-25
- Volume
- 37
- Issue
- 4
- Pages
- 389-406
- ISSN
- 0733-222X (ISSN-L)
- 1087-0156
- 1546-1696
- PMC
- PMC8183422
- OpenAlex
- W2917386416
- Cited by
- 3,373
- References
- 196
- Citations by year
- 2026: 424 · 2025: 544 · 2024: 557 · 2023: 511 · 2022: 472 · 2021: 418 · 2020: 340 · 2019: 106
- FWCI
- 26.94
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Biotechnology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Alcohol Abuse and Alcoholism (T32AA013525)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Advanced Sensor and Energy Harvesting Materials
- Physical Sciences › Chemistry › Analytical Chemistry › Electrochemical sensors and biosensors
- Physical Sciences › Engineering › Biomedical Engineering › Biosensors and Analytical Detection
- Keywords
- wearable biosensors, biological fluids, sweat, saliva, tears, interstitial fluid, electrochemical biosensor, optical biosensors, multiplexed biosensing, flexible materials, real-time physiological monitoring, wearable healthcare
- MeSH terms
- Wearable Electronic Devices, Biotechnology, Body Fluids, Computer Systems, Humans, Iontophoresis, Monitoring, Physiologic, Saliva, Sweat, Tears, Biosensing Techniques, Lab-On-A-Chip Devices
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-10-09, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-10-09 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Cited sources are checked with a language model’s help (gpt-6-sol).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review