Cited by 2,396Context-Aware Activity Recognition SystemsNon-Invasive Vital Sign MonitoringWireless Sensor Networks for Data Analysis

A review of wearable sensors and systems with application in rehabilitation

Open access
Patel, Shyamal, Park, Hyung, Bonato, Paolo, Chan, Leighton, Rodgers, Mary·2012·Journal of NeuroEngineering and Rehabilitation

Abstract

The aim of this review paper is to summarize recent developments in the field of wearable sensors and systems that are relevant to the field of rehabilitation. The growing body of work focused on the application of wearable technology to monitor older adults and subjects with chronic conditions in the home and community settings justifies the emphasis of this review paper on summarizing clinical applications of wearable technology currently undergoing assessment rather than describing the development of new wearable sensors and systems. A short description of key enabling technologies (i.e. sensor technology, communication technology, and data analysis techniques) that have allowed researchers to implement wearable systems is followed by a detailed description of major areas of application of wearable technology. Applications described in this review paper include those that focus on health and wellness, safety, home rehabilitation, assessment of treatment efficacy, and early detection of disorders. The integration of wearable and ambient sensors is discussed in the context of achieving home monitoring of older adults and subjects with chronic conditions. Future work required to advance the field toward clinical deployment of wearable sensors and systems is discussed.

AI snapshot

Written from the paper’s full text.

TL;DR

This narrative review summarizes wearable sensors and systems relevant to rehabilitation, covering enabling technologies and applications in health/wellness, safety, home rehabilitation, treatment efficacy, and early disorder detection. It emphasizes clinical deployment challenges and the integration of wearable and ambient sensors for home and community monitoring.

Key findings

  • The review organizes wearable rehabilitation applications into five areas: health and wellness monitoring, safety monitoring, home rehabilitation, assessment of treatment efficacy, and early detection of disorders.
  • It reports selected quantitative examples: a CSEM wrist-worn fall detector achieved 90% sensitivity and 97% specificity for simulated falls; Uswatte et al. studied 169 stroke survivors wearing wrist accelerometers for 3 days; Hecht et al. tested an activity algorithm in 22 patients over 14 days; Hayes et al. assessed 14 individuals with mild cognitive impairment using unobtrusive infrared and contact sensors.
  • Combining wearable and ambient sensors is presented as useful for improving fall detection accuracy and enabling monitoring when wearable sensors are not worn, with smart-home and ambient assisted living projects cited.
  • Future needs include reducing motion artifacts, improving battery technology, addressing stigma, and developing business and reimbursement models for clinical deployment.

Methods

  • Narrative review aimed at summarizing recent developments in wearable sensors and systems relevant to rehabilitation, with emphasis on clinical applications rather than new sensor development.
  • The paper describes key enabling technologies (sensor technology, communication technology, data analysis) and then reviews applications, with examples largely taken from a National Science Foundation-initiated study of European projects focused on rehabilitation technology.
  • No systematic search strategy, inclusion criteria, or quantitative synthesis is described.

Limitations

  • Stated: technological barriers such as battery limitations, cultural barriers such as stigma, motion artifacts requiring further signal processing, slow progress in wearable biochemical sensors, need to miniaturize airbag systems, and unresolved costs/reimbursement.
  • Evident from the text: as a narrative review, it lacks a systematic search protocol, formal quality appraisal, and meta-analysis; many cited applications are preliminary, simulated, or based on small samples.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1186/1743-0003-9-21

Cites

108 of 108 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 111 cited sources checked · 0 supported · 0 flagged

  • Interpretationreasoning

    Remote monitoring systems have the potential to mitigate problematic patient access issues.

    “Remote monitoring systems have the potential to mitigate problematic patient access issues.”
    Quote in the paperSubstantial claim
  • Interpretationcitation

    The availability of significant computing power in pocket-sized devices makes it possible to envision ubiquitous health monitoring and intervention applications.

    “The availability of significant computing power [17] in pocket-sized devices makes it possible to envision ubiquitous health monitoring and intervention applications.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17] Want R: When cell phones become computers. IEEE Pervasive Computing 2009, 8: 2-5. source

      Not checked in the free run.

  • Premisereasoning

    Mobile phone technology has had a major impact on the development of remote monitoring systems based on wearable sensors.

    “Mobile phone technology has had a major impact on the development of remote monitoring systems based on wearable sensors.”
    Quote in the paperNot a substantial claim
  • Premisenone given

    A major hurdle to adoption of sensing technology, especially for wearable applications, has been the size of sensors and front-end electronics that made hardware too obtrusive for long-term monitoring.

    “One of the major hurdles to the adoption of sensing technology, especially for wearable applications, has been the size of the sensors and front-end electronics that, in the past, made the hardware to gather physiological and movement data too obtrusive to be suitable for long-term monitoring applications.”
    Quote in the paperNot a substantial claim
  • Premisereasoning

    Besides being used as information gateways, mobile devices can also function as information processing units.

    “Besides being used as information gateways, mobile devices can also function as information processing units.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. 80
  • May combine two claims. 32
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The availability of mobile telecommunication standards such as 4G means that pervasive continuous health monitoring is possible when the patient is outside the home environment.

    “Also, the availability of mobile telecommunication standards such as 4 G means that pervasive continuous health monitoring is possible when the patient is outside the home environment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    By using batch fabrication techniques, significant reduction in the size and cost of sensors has been achieved.

    “By using batch fabrication techniques, significant reduction in the size and cost of sensors has been achieved.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Premisenone given

    Parameters extracted from physiological measures can provide indicators of health status and have tremendous diagnostic value.

    “Parameters extracted from such measures can provide indicators of health status and have tremendous diagnostic value.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Most monitoring applications require that data gathered using sensor networks be transmitted to a remote site such as a hospital server for clinical analysis.

    “Most monitoring applications require that data gathered using sensor networks be transmitted to a remote site such as a hospital server for clinical analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Recent developments in microelectronics have allowed researchers to develop miniature circuits entailing sensing capability, front-end amplification, microcontroller functions, and radio transmission.

    “Recent developments in the field of microelectronics have allowed researchers to develop miniature circuits entailing sensing capability, front-end amplification, microcontroller functions, and radio transmission.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Communication standards for low-power wireless have been developed keeping in mind three main requirements: low cost, small size of transmitters and receivers, and low power consumption.

    “These standards have been developed keeping in mind three main requirements: 1) low cost, 2) small size of the transmitters and receivers, and 3) low power consumption.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Data processing and analysis techniques are an integral part of the design and development of remote monitoring systems based on wearable technology.

    “Although a discussion of the various techniques used to process and analyze wearable sensor data is outside the scope of this review paper, one cannot emphasize enough the fact that data processing and analysis techniques are an integral part of the design and development of remote monitoring systems based on wearable technology.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    Cloud-based systems can prove especially useful for bringing health care services to rural areas.

    “Cloud-based systems can prove especially useful for bringing health care services to rural areas [21].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [21] Rao GSVRK, Sundararaman K, Parthasarathi J: Dhatri - A Pervasive Cloud initiative for primary healthcare services. Intelligence in Next Generation Networks (ICIN), 2010 14th International Conference on; 11-14 Oct. 2010 2010, 1-6.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Premisereasoning

    The combination of wearable and ambient sensors is of great interest in several applications in the field of rehabilitation.

    “The combination of wearable and ambient sensors is of great interest in several applications in the field of rehabilitation.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Health monitoring applications of wearable systems most often employ multiple sensors integrated into a sensor network either limited to body-worn sensors or integrating body-worn sensors and ambient sensors.

    “Health monitoring applications of wearable systems most often employ multiple sensors that are typically integrated into a sensor network either limited to body-worn sensors or integrating body-worn sensors and ambient sensors.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Recent advances in sensor technology, microelectronics, telecommunication, and data analysis techniques have enabled the development and deployment of wearable systems for patients' remote monitoring.

    “Recent advances in sensor technology, microelectronics, telecommunication, and data analysis techniques have enabled the development and deployment of wearable systems for patients' remote monitoring.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisenone given

    Wearable sensors have diagnostic as well as monitoring applications.

    “Wearable sensors have diagnostic, as well as monitoring applications.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Advances in material science have enabled the development of e-textile based systems that integrate sensing capability into garments.

    “Advances in material science have enabled the development of e-textile based systems. These are systems that integrate sensing capability into garments.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisenone given

    The massive amount of data gathered using wearable systems for patient status monitoring has to be managed and processed to derive clinically-relevant information.

    “Finally, the massive amount of data that one can gather using wearable systems for patient's status monitoring has to be managed and processed to derive clinically-relevant information.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Wearable sensors are often combined with ambient sensors when subjects are monitored in the home environment.

    “Wearable sensors are often combined with ambient sensors when subjects are monitored in the home environment as schematically shown in Figure 5.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisereasoning

    Data analysis techniques such as signal processing, pattern recognition, data mining and other artificial intelligence-based methodologies have enabled remote monitoring applications that would have been otherwise impossible.

    “Data analysis techniques such as signal processing, pattern recognition, data mining and other artificial intelligence-based methodologies have enabled remote monitoring applications that would have been otherwise impossible.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    As storage and computation become more cloud based, health monitoring systems can become low-cost, platform-independent, rapidly deployable and universally accessible.

    “Also, as storage and computation becomes more and more cloud based, health monitoring systems can become low-cost, platform-independent, rapidly deployable and universally accessible [18,19].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [18] Botts N, Thoms B, Noamani A, Horan TA: Cloud computing architectures for the underserved: public health cyberinfrastructures through a network of health ATMs. System Sciences (HICSS), 2010 43rd Hawaii International Conference on;5–8Jan. 2010 2010, 1-10.

      Not checked in the free run.

    • cites [19] Chang HH, Chou PB, Ramakrishnan S: An Ecosystem Approach for Healthcare Services Cloud. e-Business Engineering, 2009 ICEBE '09 IEEE International Conference on; 21-23 Oct. 2009 2009, 608-612.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Physiological measures of interest in rehabilitation include heart rate, respiratory rate, blood pressure, blood oxygen saturation, and muscle activity.

    “Physiological measures of interest in rehabilitation include heart rate, respiratory rate, blood pressure, blood oxygen saturation, and muscle activity.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The recently developed IEEE 802.15.4a standard based on Ultra-wide-band impulse radio opens the door for low-power, low-cost but high data rate sensor network applications with the possibility of highly accurate location estimation.

    “The recently developed IEEE 802.15.4a standard based on Ultra-wide-band (UWB) impulse radio opens the door for low-power, low-cost but high data rate sensor network applications with the possibility of highly accurate location estimation [15].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [15] Zhang J, Orlik PV, Sahinoglu Z, Molisch AF, Kinney P: UWB systems for wireless sensor networks. Proceedings of the IEEE 2009, 97: 313-331. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    During the last decade, tremendous progress has occurred in low-power wireless communication and numerous communication standards have been developed.

    “During the last decade, we have witnessed tremendous progress in this field and the development of numerous communication standards for low-power wireless communication.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Most mobile devices now include an integrated GPS tracking system, making it possible to locate patients in case of an emergency.

    “In addition, most mobile devices now include an integrated GPS tracking system thus making it possible to locate patients in case of an emergency.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Smart phones are preferable to traditional data loggers because they provide a virtually ready-to-use platform to log data as well as to transmit data to a remote site.

    “Smart phones are preferable to traditional data loggers because they provide a virtually “ready to use” platform to log data as well as to transmit data to a remote site.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    MEMS technology has enabled the development of miniaturized inertial sensors that have been used in motor activity and other health status monitoring systems.

    “MEMS technology has enabled the development of miniaturized inertial sensors that have been used in motor activity and other health status monitoring systems.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Researchers have relied upon advances in sensor technology, microelectronics, telecommunication, and data analysis to address shortcomings of ambulatory technologies that had previously prevented long-term monitoring of patients' status in home and community settings.

    “Researchers have relied upon advances in the above-mentioned fields to address shortcomings of ambulatory technologies (e.g. Holter monitors) that had previously prevented long-term monitoring of patients' status in the home and community settings.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Current capabilities of wearable sensors include physiological and biochemical sensing, as well as motion sensing.

    “Their current capabilities include physiological and biochemical sensing, as well as motion sensing [6,7].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [6] Teng X-F, Zhang Y-T, Poon CCY, Bonato P: Wearable medical systems for p-Health. IEEE Reviews in Biomedical Engineering 2008, 1: 62-74. source

      Not checked in the free run.

    • cites [7] Bonato P: Wearable sensors and systems. From enabling technology to clinical applications. IEEE Eng Med Biol Mag 2010, 29: 25-36. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationreasoning

    Ambient sensors could be used in conjunction with wearable sensors to improve the accuracy of falls detection and to enable detection of falls even at times when subjects do not wear the sensors.

    “In this context, ambient sensors could be used in conjunction with wearable sensors to improve the accuracy of falls detection and, most importantly, to enable the detection of falls even at times when subjects do not wear the sensors.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Monitoring applications relying on mobile phones are becoming commonplace.

    “Monitoring applications relying on mobile phones such as the one shown in Figure 4 are becoming commonplace.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Wearable sensors and remote monitoring systems have the potential to extend the reach of specialists in urban areas to rural areas and decrease disparities.

    “Wearable sensors and remote monitoring systems have the potential to extend the reach of specialists in urban areas to rural areas and decrease these disparities.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Recently developed wearable systems integrate individual sensors into the sensor network by relying on modern wireless communication technology.

    “Recently developed wearable systems integrate individual sensors into the sensor network by relying on modern wireless communication technology.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Asada et al. presented a ring sensor design for measuring blood oxygen saturation (SpO2) and heart rate.

    “For example, Asada et al. [22] presented a ring sensor design for measuring blood oxygen saturation (SpO2) and heart rate.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [22] Asada HH, Shaltis P, Reisner A, Rhee S, Hutchinson RC: Mobile monitoring with wearable photoplethysmographic biosensors. IEEE Eng Med Biol Mag 2003, 22: 28-40. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    Self-contained lab-on-a-chip systems can revolutionize point-of-care medical testing and diagnosis by making testing and diagnosis fast, cheap and easily accessible.

    “Such systems can revolutionize point-of-care medical testing and diagnosis by making testing and diagnosis fast, cheap and easily accessible.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Today, movement sensors are inexpensive, small and require very little power, making them highly attractive for patient monitoring applications.

    “Today, movement sensors are inexpensive, small and require very little power, making them highly attractive for patient monitoring applications.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    From a design point of view, biochemical sensors are perhaps the most complex as they often require collection, analysis and disposal of body fluids.

    “From a design point of view, biochemical sensors are perhaps the most complex as they often require collection, analysis and disposal of body fluids.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The Wang et al. SOC includes a generic sensor interface, ADC, microcontroller, a data encoder and a frequency-shift keying RF transmitter.

    “Their SOC includes generic sensor interface, ADC, microcontroller, a data encoder and a frequency-shift keying RF transmitter.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [34] Wang L, Yang G-Z, Huang J, Zhang J, Yu L, Nie Z, Cumming DRS: A wireless biomedical signal interface system-on-chip for body sensor networks. Biomedical Circuits and Systems, IEEE Transactions on 2010, 4: 112-117. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Ahn et al. developed a low-cost disposable plastic lab-on-a-chip device for biochemical detection of parameters such as blood gas concentration and glucose.

    “Similarly, Ahn et al. [35] developed a low-cost disposable plastic lab-on-a-chip device for biochemical detection of parameters such as blood gas concentration and glucose.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [35] Ahn CH, Jin-Woo C, Beaucage G, Nevin JH, Jeong-Bong L, Puntambekar A, Lee JY: Disposable smart lab on a chip for point-of-care clinical diagnostics. Proceedings of the IEEE 2004, 92: 154-173. 10.1109/JPROC.2003.820548 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Further advances in signal processing techniques to mitigate motion artifacts are needed.

    “Nonetheless, further advances in signal processing techniques to mitigate motion artifacts are needed.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    Biochemical sensors can be used to monitor the bio-chemistry as well as levels of chemical compounds in the atmosphere.

    “These types of sensors can be used to monitor the bio-chemistry as well as levels of chemical compounds in the atmosphere (e.g. to facilitate monitoring people working in hazardous environments).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Biochemical sensors have recently gained a great deal of interest among researchers in the field of wearable technology.

    “Biochemical sensors have recently gained a great deal of interest among researchers in the field of wearable technology.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Wang et al. developed a system-on-chip (SOC), which integrates a pH and temperature sensor, for remote monitoring applications.

    “Wang et al. [34] developed a system-on-chip (SOC), which integrates a pH and temperature sensor, for remote monitoring applications.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [34] Wang L, Yang G-Z, Huang J, Zhang J, Yu L, Nie Z, Cumming DRS: A wireless biomedical signal interface system-on-chip for body sensor networks. Biomedical Circuits and Systems, IEEE Transactions on 2010, 4: 112-117. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    The approach of instrumented environments has the characteristic of being totally unobtrusive and of avoiding the problem of misplacing or damaging wearable devices.

    “This approach has the characteristic of being totally unobtrusive and of avoiding the problem of misplacing or damaging wearable devices.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The ring sensor was completely self-contained.

    “The ring sensor was completely self-contained.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [22] Asada HH, Shaltis P, Reisner A, Rhee S, Hutchinson RC: Mobile monitoring with wearable photoplethysmographic biosensors. IEEE Eng Med Biol Mag 2003, 22: 28-40. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A comparative analysis of different wearable systems for monitoring respiratory function was presented by Lanata et al.

    “A comparative analysis of different wearable systems for monitoring respiratory function was presented by Lanata et al. [29].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [29] Lanata A, Scilingo EP, Nardini E, Loriga G, Paradiso R, De-Rossi D: Comparative evaluation of susceptibility to motion artifact in different wearable systems for monitoring respiratory rate. Information Technology in Biomedicine, IEEE Transactions on 2010, 14: 378-386. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The mean arterial blood pressure was derived from the PPG sensor output amplitude by taking into account the height of the sensor relative to the heart.

    “The mean arterial blood pressure was derived from the PPG sensor output amplitude by taking into account the height of the sensor relative to the heart.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [23] Shaltis PA, Reisner A, Asada HH: Wearable, cuff-less PPG-based blood pressure monitor with novel height sensor. Conf Proc IEEE Eng Med Biol Soc 2006, 1: 908-911. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    An ear-worn, flexible, low-power PPG sensor for heart rate monitoring was introduced by Patterson et al.

    “An ear-worn, flexible, low-power PPG sensor for heart rate monitoring was introduced by Patterson et al. [26].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [26] Patterson JAC, McIlwraith DG, Guang-Zhong Y: A Flexible, Low Noise Reflective PPG Sensor Platform for Ear-Worn Heart Rate Monitoring. Wearable and Implantable Body Sensor Networks, 2009 BSN 2009 Sixth International Workshop on;3–5June 2009 2009, 286-291. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Some problems due to motion artifacts could be minimized by integrating sensors into tight fitting garments.

    “Some of the problems due to motion artifacts could be minimized by integrating sensors into tight fitting garments.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In recent years, physiological monitoring has benefited significantly from developments in flexible circuits and the integration of sensing technology into wearable items.

    “In recent years, physiological monitoring has benefited significantly from developments in the field of flexible circuits and the integration of sensing technology into wearable items [25].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [25] Barbaro M, Caboni A, Cosseddu P, Mattana G, Bonfiglio A: Active devices based on organic semiconductors for wearable applications. Information Technology in Biomedicine, IEEE Transactions on 2010, 14: 758-766. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The Dudde et al. device has integrated Bluetooth communication capability for displaying and logging data and receiving commands from a personal digital assistant (PDA) device.

    “The device has integrated Bluetooth communication capability for displaying and logging data and receiving commands from a personal digital assistant (PDA) device.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [30] Dudde R, Thomas V, Piechotta G, Hintsche R: Computer-aided continuous drug infusion: setup and test of a mobile closed-loop system for the continuous automated infusion of insulin. Information Technology in Biomedicine, IEEE Transactions on 2006, 10: 395-402. 10.1109/TITB.2006.864477 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The glucose monitor consists of a novel silicon sensor that continuously measures glucose levels using a microperfusion technique.

    “The glucose monitor consists of a novel silicon sensor that continuously measures glucose levels using a microperfusion technique and continuous infusion of insulin is achieved by a modified advanced insulin pump.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [30] Dudde R, Thomas V, Piechotta G, Hintsche R: Computer-aided continuous drug infusion: setup and test of a mobile closed-loop system for the continuous automated infusion of insulin. Information Technology in Biomedicine, IEEE Transactions on 2006, 10: 395-402. 10.1109/TITB.2006.864477 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Often, magnetometers are used in conjunction with inertial sensors to improve motion tracking.

    “Often, magnetometers are used in conjunction with them to improve motion tracking.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Continuous infusion of insulin in the Dudde et al. system is achieved by a modified advanced insulin pump.

    “The glucose monitor consists of a novel silicon sensor that continuously measures glucose levels using a microperfusion technique and continuous infusion of insulin is achieved by a modified advanced insulin pump.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [30] Dudde R, Thomas V, Piechotta G, Hintsche R: Computer-aided continuous drug infusion: setup and test of a mobile closed-loop system for the continuous automated infusion of insulin. Information Technology in Biomedicine, IEEE Transactions on 2006, 10: 395-402. 10.1109/TITB.2006.864477 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Until recently, continuous monitoring of physiological parameters was possible only in the hospital setting.

    “Until recently, continuous monitoring of physiological parameters was possible only in the hospital setting.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The authors also presented an algorithm for the detection of apneas based on the acoustic sensing technology.

    “The authors also presented an algorithm for the detection of apneas based on the above-described sensing technology.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Corbishley P, Rodriguez-Villegas E: Breathing detection: towards a miniaturized, wearable, battery-operated monitoring system. IEEE Trans Biomed Eng 2008, 55: 196-204. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Although systems of this type have shown promising results, additional work appears necessary to achieve motion artifact reduction.

    “Although systems of this type have shown promising results, additional work appears to be necessary to achieve motion artifact reduction [27,28].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [27] Yong-Sheng Y, Yuan-Ting Z: An efficient motion-resistant method for wearable pulse oximeter. Information Technology in Biomedicine, IEEE Transactions on 2008, 12: 399-405. source

      Not checked in the free run.

    • cites [28] Wood LB, Asada HH: Low Variance Adaptive Filter for Cancelling Motion Artifact in Wearable Photoplethysmogram Sensor Signals. Engineering in Medicine and Biology Society, 2007 EMBS 2007 29th Annual International Conference of the IEEE; 22-26 Aug. 2007 2007, 652-655.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The Ahn et al. biochip contains an integrated biosensor array for detecting multiple parameters and uses a passive microfluidic manipulation system instead of active microfluidic pumps.

    “The biochip contains an integrated biosensor array for detecting multiple parameters and uses a passive microfluidic manipulation system instead of active microfluidic pumps.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [35] Ahn CH, Jin-Woo C, Beaucage G, Nevin JH, Jeong-Bong L, Puntambekar A, Lee JY: Disposable smart lab on a chip for point-of-care clinical diagnostics. Proceedings of the IEEE 2004, 92: 154-173. 10.1109/JPROC.2003.820548 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Examples of instrumented environments include sensors and motion detectors on doors that detect opening of a medicine cabinet, refrigerator, or home front door.

    “Examples of instrumented environments include sensors and motion detectors on doors that detect opening of, for instance, a medicine cabinet, refrigerator, or the home front door [37].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [37] Kang HG, Mahoney DF, Hoenig H, Hirth VA, Bonato P, Hajjar I, Lipsitz LA: In situ monitoring of health in older adults: technologies and issues. J Am Geriatr Soc 2010, 58: 1579-1586. 10.1111/j.1532-5415.2010.02959.x source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Today, with developments in wearable technology, the possibility of accurate, continuous, real-time monitoring of physiological signals is a reality.

    “But today, with developments in the field of wearable technology, the possibility of accurate, continuous, real-time monitoring of physiological signals is a reality.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisenone given

    Proper attenuation of motion artifacts is essential to the deployment of wearable sensors.

    “Proper attenuation of motion artifacts is essential to the deployment of wearable sensors.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    There has been a growing interest in the development of self contained lab-on-a-chip systems.

    “There has been a growing interest in the development of self contained lab-on-a-chip systems.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The ProeTEX system can warn firefighters of a potentially dangerous environment and also provide information about their well being to the control center.

    “The ProeTEX system can warn the firefighters of a potentially dangerous environment and also provide information about their well being to the control center.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [33] Curone D, Secco EL, Tognetti A, Loriga G, Dudnik G, Risatti M, Whyte R, Bonfiglio A, Magenes G: Smart garments for emergency operators: the ProeTEX project. Information Technology in Biomedicine, IEEE Transactions on 2010, 14: 694-701. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Advances in wearable biochemical sensors have been slow, but research has recently picked up pace due to the development of micro and nano fabrication technologies.

    “Advances in the field of wearable biochemical sensors has been slow, but research has recently picked up pace due to the development of micro and nano fabrication technologies [12].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [12] Brand O: Microsensor integration into systems-on-chip. Proceedings of the IEEE 2006, 94: 1160-1176. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    The BIOTEX project deals with the integration of bio-chemical sensors into textiles for monitoring body fluids.

    “Specifically, the BIOTEX project deals with the integration of bio-chemical sensors into textiles for monitoring body fluids.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Sposaro et al's iWander system was shown to improve functional independence among dementia patients while decreasing the stress put on caregivers.

    “The system was shown to improve functional independence among dementia patients while decreasing the stress put on caregivers.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [86] Sposaro F, Danielson J, Tyson G: iWander: an Android application for dementia patients. Conf Proc IEEE Eng Med Biol Soc 2010, 2010: 3875-3878.

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The ProeTEX project resulted in the development of a new generation of smart garments to monitor emergency-disaster personnel, enabling detection of health status parameters and environmental variables such as external temperature, presence of toxic gases, and heat flux passing through the garments.

    “The project resulted into the development of a new generation of smart garments to monitor emergency-disaster personnel (see Figure 6). These garments enable the detection of health status parameters of the users and environmental variables such as external temperature, presence of toxic gases, and heat flux passing through the garments.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [33] Curone D, Secco EL, Tognetti A, Loriga G, Dudnik G, Risatti M, Whyte R, Bonfiglio A, Magenes G: Smart garments for emergency operators: the ProeTEX project. Information Technology in Biomedicine, IEEE Transactions on 2010, 14: 694-701. source

      Not checked in the free run.

    • cites [93] Magenes G, Curone D, Caldani L, Secco EL: Fire fighters and rescuers monitoring through wearable sensors: The ProeTEX project. Conf Proc IEEE Eng Med Biol Soc 2010, 3594-3597.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Aziz et al used wearable sensors to monitor the recovery of patients after abdominal surgery.

    “Aziz et al [52] used wearable sensors to monitor the recovery of patients after abdominal surgery.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [52] Aziz O, Atallah L, Lo B, Elhelw M, Wang L, Yang GZ, Darzi A: A pervasive body sensor network for measuring postoperative recovery at home. Surg Innov 2007, 14: 83-90. 10.1177/1553350607302326 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    A relevant application in rehabilitation relates to the identification of a patient's patterns of activity and providing suggestions concerning specific behaviors and exercises for self-management of health conditions.

    “A relevant application in the field of rehabilitation relates to the identification of a patient's patterns of activity and on providing suggestions concerning specific behaviors and exercises for self-management of health conditions.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    The combination of wearable and ambient sensors is being explored and prototypes are being developed.

    “The combination of wearable and ambient sensors is being explored and prototypes are being developed.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    In this context, information gathered using wearable sensors is augmented by information gathered using ambient sensors.

    “In this context, information gathered using wearable sensors is augmented by information gathered using ambient sensors.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Data collected using body-worn accelerometers could be augmented by motion sensors distributed throughout the home environment to determine the type and intensity of the activities performed by an individual.

    “Data collected using, for instance, body-worn accelerometers could be augmented by motion sensors distributed throughout the home environment to determine the type and intensity of the activities performed by an individual.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The Stroke Rehabilitation Exerciser coaches the patient through a sequence of exercises for motor retraining, records the patient's movements with a wireless inertial sensor system, analyzes deviations from a personal movement target, and provides feedback to the patient and therapist.

    “The Stroke Rehab Exerciser coaches the patient through a sequence of exercises for motor retraining, which are prescribed by the physiotherapist and uploaded to a patient unit. A wireless inertial sensor system records the patient's movements, analyzes the data for deviations from a personal movement target and provides feedback to the patient and the therapist.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [96] Lanfermann G, te Vrugt J, Timmermans A, Bongers E, Lambert N, van Acht V: Philips stroke rehabilitation exerciser. In Technical Aids for Rehabilitation-TAR 2007: January 25-26, 2007 2007. Technical Aids for Rehabilitation-TAR 2007-Technical University of Berlin; 2007.

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Bachlin et al developed a system to detect freezing of gait in Parkinson's disease and provide a rhythmic auditory signal to stimulate the patient to resume walking when a freezing episode is detected.

    “Bachlin et al [84] developed a system to detect freezing of gait (FOG), a commonly found gait symptom in Parkinson's disease that is highly related to falls. The system was designed to provide subjects with a rhythmic auditory signal aimed to stimulate the patient to resume walking when a FOG episode is detected.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [84] Bachlin M, Plotnik M, Roggen D, Maidan I, Hausdorff JM, Giladi N, Troster G: Wearable assistant for Parkinson's disease patients with the freezing of gait symptom. IEEE Trans Inf Technol Biomed 2009, 14: 436-446. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    LifeGuard has undergone testing in hostile environments with good results.

    “The system has undergone testing in hostile environments with good results.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [60] Mundt CW, Montgomery KN, Udoh UE, Barker VN, Thonier GC, Tellier AM, Ricks RD, Darling RB, Cagle YD, Cabrol NA, et al.: A multiparameter wearable physiologic monitoring system for space and terrestrial applications. IEEE Trans Inf Technol Biomed 2005, 9: 382-391. 10.1109/TITB.2005.854509 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Smith and Bagley collected tri-axial accelerometer data and digital video recordings for over 50 hours from 35 children with cerebral palsy and 51 control subjects to develop algorithms for automatic real-time processing to monitor activity and detect falls.

    “They collected tri-axial accelerometer data and digital video recordings for over 50 hours from 35 children with cerebral palsy and 51 control subjects. The dataset was used to develop algorithms for automatic real-time processing of the accelerometer signals to monitor a child's level of activity and to detect falls [85].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [85] Smith WD, Bagley A: A miniature, wearable activity/fall monitor to assess the efficacy of mobility therapy for children with cerebral palsy during everyday living. Conf Proc IEEE Eng Med Biol Soc 2010, 2010: 5030-5033.

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Sazonov et al developed an in-shoe pressure and acceleration sensor system that was used to classify sitting, standing, and walking and could detect whether subjects were simultaneously performing arm reaching movements.

    “Sazonov et al [50] developed an in-shoe pressure and acceleration sensor system that was used to classify activities including sitting, standing, and walking with the ability of detecting whether subjects were simultaneously performing arm reaching movements.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [50] Sazonov ES, Fulk G, Sazonova N, Schuckers S: Automatic recognition of postures and activities in stroke patients. Conf Proc IEEE Eng Med Biol Soc 2009, 2009: 2200-2203.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    An intelligent system may issue a reminder to switch off devices and/or lights in an apartment or not to forget the pill box or the mobile terminal needed to inform friends or neighbors when necessary.

    “An intelligent system may issue a reminder to switch off devices and/or lights in an apartment or not to forget the pill box or the mobile terminal needed to inform friends or neighbors when necessary.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The main aim of such smart home projects is to explore the use of ambient and/or wearable sensing technology to monitor the well-being of individuals in the home environment.

    “The main aim of such projects is to explore the use of ambient and/or wearable sensing technology to monitor the well-being of individuals in the home environment.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [42] TRIL Centre[http://www.trilcentre.org]

      Not checked in the free run.

    • cites [43] TigerPlace[http://eldertech.missouri.edu/overview.htm]

      Not checked in the free run.

    • cites [44] ORCATECH[http://www.orcatech.org/]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Remote monitoring of patient status and self-management of chronic conditions represent the most often pursued applications of AAL technologies.

    “Remote monitoring of patient status and self-management of chronic conditions represent the most often pursued applications of AAL technologies.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Wearable technology has been used to monitor physical activities in obese individuals and to facilitate clinical interventions based on encouraging an active and healthy lifestyle.

    “For example, wearable technology has been used to monitor physical activities in obese individuals and to facilitate the implementation of clinical interventions based on encouraging an active and healthy lifestyle [53-56].”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [53] Amft O, Troster G: Recognition of dietary activity events using on-body sensors. Artif Intell Med 2008, 42: 121-136. 10.1016/j.artmed.2007.11.007 source

      Not checked in the free run.

    • cites [54] Amft O, Kusserow M, Troster G: Bite weight prediction from acoustic recognition of chewing. IEEE Trans Biomed Eng 2009, 56: 1663-1672. source

      Not checked in the free run.

    • cites [55] Benedetti MG, Di Gioia A, Conti L, Berti L, Esposti LD, Tarrini G, Melchionda N, Giannini S: Physical activity monitoring in obese people in the real life environment. J Neuroeng Rehabil 2009, 6: 47. 10.1186/1743-0003-6-47 source

      Not checked in the free run.

    • cites [56] Sazonov ES, Schuckers SA, Lopez-Meyer P, Makeyev O, Melanson EL, Neuman MR, Hill JO: Toward objective monitoring of ingestive behavior in free-living population. Obesity (Silver Spring) 2009, 17: 1971-1975. 10.1038/oby.2009.153 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Dalton et al used a Nokia N810 and the SHIMMER platform of wearable sensors to detect seizure events.

    “Dalton et al [91] used a Nokia N810 and the SHIMMER platform of wearable sensors to detect seizure events.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [91] Dalton A, Patel S, Roy AC, Welsh M, Pang T, Schachter S, Olaighin G, Bonato P: Detecting epileptic seizures using wearable sensor technologies. Book Detecting epileptic seizures using wearable sensor technologies 2010, 73-74. (Editor ed.^eds.). City

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    An individual undergoing monitoring who suffers from chronic obstructive pulmonary disease could receive feedback about not overexerting himself/herself and the performance of rehabilitation exercises prescribed to maintain a satisfactory functional level.

    “Accordingly, an individual undergoing monitoring who suffers from, for instance, chronic obtrusive pulmonary disease could receive feedback about not overexerting himself/herself and the performance of rehabilitation exercises that would be prescribed in order to maintain a satisfactory functional level.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The AMON wrist-worn device was developed to monitor high risk patients with cardio-respiratory problems.

    “The device was developed to monitor high risk patients with cardio-respiratory problems [61].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [61] Anliker U, Ward JA, Lukowicz P, Troster G, Dolveck F, Baer M, Keita F, Schenker EB, Catarsi F, Coluccini L, et al.: AMON: a wearable multiparameter medical monitoring and alert system. IEEE Trans Inf Technol Biomed 2004, 8: 415-427. 10.1109/TITB.2004.837888 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Sensors embedded in electrical devices and in doors and windows may be integrated into an easy-to-use house-control system that also provides improved personal safety and security.

    “Sensors embedded in electrical devices and in doors and windows may be integrated into an easy-to-use house-control system that also provides improved personal safety and security [41].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [41] Arnrich B, Mayora O, Bardram J: Pervasive or ubiquitous healthcare? Methods Inf Med 2010, 49: 65-66. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    AlarmNet collects and analyzes various data streams to monitor a resident's overall wellness, known medical conditions, activities of daily living, and emergency situations.

    “It collects and analyzes various data streams to monitor a resident's overall wellness, known medical conditions, activities of daily living, and emergency situations.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [92] Wood A, Stankovic J, Virone G, Selavo L, He Z, Cao Q, Doan T, Wu Y, Fang L, Stoleru R: Context-aware wireless sensor networks for assisted-living and residential monitoring. IEEE Network 2008, 22: 26-33. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Interpretationnone given

    Remote monitoring of potential sources of danger increases the individual sense of security and can make life much easier and more comfortable.

    “Remote monitoring of potential sources of danger increases the individual sense of security and can make life much easier and more comfortable (e. g. checking whether the stove or the coffee machine has been switched off and to be able to turn them off remotely if necessary).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    It is important that monitoring, if performed periodically, be performed over periods of time sufficient to avoid observing transitory effects introduced by the fact that the subject is aware of being monitored.

    “This observation suggests that it is important that monitoring, if performed periodically, be performed over periods of time sufficient to avoid observing transitory effects introduced by the fact that the subject is aware of being monitored.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    When monitoring has been performed in the home, researchers and clinicians have integrated ambient sensors in the remote monitoring systems.

    “Besides, when monitoring has been performed in the home, researchers and clinicians have integrated ambient sensors in the remote monitoring systems.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Hecht et al presented an algorithm for minute-by-minute analysis of patients' activity level based on data recorded using a single unit, and the system was tested in 22 patients monitored over 14 days.

    “Hecht et al [115] presented an algorithm for a minute-by-minute analysis of patients' activity level, based on data recorded using a single unit. The system was tested in 22 patients who were monitored over a period of 14 days.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [115] Hecht A, Ma S, Porszasz J, Casaburi R: Methodology for using long-term accelerometry monitoring to describe daily activity patterns in COPD. COPD 2009, 6: 121-129. 10.1080/15412550902755044 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationnone given

    Recent studies have focused on the application of wearable technology toward monitoring health and wellness.

    “recent studies have been focused on the application of such technology toward monitoring health and wellness.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Hecht et al implemented a simple empirically-developed algorithm to determine if the subject was wearing the device, providing a handle on compliance.

    “The authors also implemented a simple empirically-developed algorithm to determine if the subject was wearing the device thus providing a handle on compliance.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [115] Hecht A, Ma S, Porszasz J, Casaburi R: Methodology for using long-term accelerometry monitoring to describe daily activity patterns in COPD. COPD 2009, 6: 121-129. 10.1080/15412550902755044 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    There has been a growing interest in establishing a telepresence in the home setting to implement clinical interventions.

    “We have also witnessed a growing interest for the emerging need for establishing a telepresence in the home setting to implement clinical interventions.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Although not accurate at step counting, the multi-sensor system outperformed step counters in estimating energy expenditure at slow walking speeds.

    “Although not accurate at step counting, the multi-sensor system outperformed the step counters in estimating energy expenditure at slow walking speeds.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [116] Furlanetto KC, Bisca GW, Oldemberg N, Sant'anna TJ, Morakami FK, Camillo CA, Cavalheri V, Hernandes NA, Probst VS, Ramos EM, et al.: Step counting and energy expenditure estimation in patients with chronic obstructive pulmonary disease and healthy elderly: accuracy of 2 motion sensors. Arch Phys Med Rehabil 2010, 91: 261-267. 10.1016/j.apmr.2009.10.024 source

      Not checked in the free run.

    • cites [117] Patel SA, Benzo RP, Slivka WA, Sciurba FC: Activity monitoring and energy expenditure in COPD patients: a validation study. COPD 2007, 4: 107-112. 10.1080/15412550701246658 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    Remote monitoring systems can play an important role in early detection of trends in patients' health status that point towards an exacerbation event.

    “Remote monitoring systems can play an important role in early detection of trends in patients' health status that point towards an exacerbation event.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Atallah et al developed an ear-worn sensor that can monitor activities and levels of exertion in patients with chronic obstructive pulmonary disease, and machine learning algorithms identified several types of physical activities and their intensity from a single ear-worn sensor.

    “Atallah et al. [112] have developed an ear worn sensor that can be used to monitor activities and levels of exertion in patients with chronic obstructive pulmonary disease. Using sophisticated machine learning algorithms, the authors were able to identify several different types of physical activities and the intensity of those activities from a single ear worn sensor.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [112] Atallah L, Zhang J, Lo BPL, Shrikrishna D, Kelly JL, Jackson A, Polkey MI, Yang G-Z, Hopkinson NS: Validation of an ear worn sensor for activity monitoring in COPD. Am J Respir Crit Care Med 2010, 181: A1211.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationreasoning

    Early detection and treatment of exacerbations are important goals to prevent worsening of clinical status and the need for emergency room care or hospital admission.

    “Early detection and treatment of exacerbations are important goals to prevent worsening of clinical status and the need for emergency room care or hospital admission.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    The interest of researchers and clinicians in pursuing applications of wearable sensors and systems has caused a shift in the field of wearable technology from the development of sensors to the design of systems.

    “The interest of researchers and clinicians for pursuing applications of wearable sensors and systems has caused a shift in the field of wearable technology from the development of sensors to the design of systems.”
    Quote in the paperSubstantial claim
94 of 94
  • The authors state this as an assumption.

    A decrease in activity level is indicative of the likelihood of a worsening of the clinical status of an individual with chronic obstructive pulmonary disease undergoing monitoring.

    “assume that a decrease in activity level would be indicative of the likelihood of a worsening of the clinical status of the individual undergoing monitoring”
  • The paper relies on this without support.

    Patient diaries are unreliable due to perceptual bias and inaccurate reporting about motor status.

    “Patient diaries are unreliable due to perceptual bias and inaccurate reporting about motor status.”
  • The paper relies on this without support.

    Intensive long-term rehabilitation post-stroke is an important factor in ensuring motor function recovery.

    “Intensive long-term rehabilitation post-stroke is an important factor in ensuring motor function recovery.”
  • The paper relies on this without support.

    Allowing patients to stay at home longer can lead to significant savings in medical care costs.

    “Allowing patients to stay at home longer can lead to significant savings in medical care costs.”
  • The paper relies on this without support.

    Systems that can assist dementia patients with remembering daily activities and monitoring daily behavior for early signs of deterioration can allow patients to live independently longer.

    “Systems that can assist these patients with remembering daily activities and monitoring daily behavior for early signs of deterioration can allow patients to live independently longer.”
5 of 5

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?

Cites

Flagged first, then by citations

Research works printed but not linked: 5

  1. Health care disparities in rural areas: Selected findings from the 2004 National Healthcare Disparities Report In Book Health care disparities in rural areas: Selected findings from the 2004 National Healthcare Disparities Report. City: Agency for Healthcare Research and Quality; 2005. (Editor ed.^eds.)
  2. Fernández L, Blasco JM, Hernández JF: Wireless sensor networks in ambient intelligence. In Book Wireless Sensor Networks in Ambient Intelligence. City: Univ. Politécnica de Valencia: Technologies for Health and Well-being Institute ITACA; 2009. (Editor ed.^eds.)
  3. Yavuz G, Kocak M, Ergun G, Alemdar HO, Yalcin H, Incel OD, Ersoy C: A smart phone based fall detector with online location support. International Workshop on Sensing for App Phones; Zurich, Switzerland 2010, 31-35.
  4. Dalton A, Patel S, Roy AC, Welsh M, Pang T, Schachter S, Olaighin G, Bonato P: Detecting epileptic seizures using wearable sensor technologies. Book Detecting epileptic seizures using wearable sensor technologies 2010, 73-74. (Editor ed.^eds.). City
  5. Lanfermann G, te Vrugt J, Timmermans A, Bongers E, Lambert N, van Acht V: Philips stroke rehabilitation exerciser. In Technical Aids for Rehabilitation-TAR 2007: January 25-26, 2007 2007. Technical Aids for Rehabilitation-TAR 2007-Technical University of Berlin; 2007.

Cited by

Sorted by citations

Authors
Patel, S., Park, H., Bonato, P., Chan, L., & Rodgers, M.
Affiliations
  • Northeastern University (US)
  • National Institutes of Health (US)
  • Harvard University (US)
  • University of Maryland, Baltimore (US)
Corresponding author
Rodgers, Mary
Venue
Journal of NeuroEngineering and Rehabilitation
Published
2012-04-20
Volume
9
Issue
1
Pages
21-21
ISSN
1743-0003 (ISSN-L)
OpenAlex
W2131368080
Cited by
2,396
References
108
Citations by year
2026: 206 · 2025: 203 · 2024: 140 · 2023: 154 · 2022: 167 · 2021: 188 · 2020: 212 · 2019: 222 · 2018: 232 · 2017: 201 · 2016: 173 · 2015: 144 · 2014: 79 · 2013: 66 · 2012: 5
FWCI
13.37
Type
journal article
Language
en
Open access
Licence
cc-by
Locations
  • Journal of NeuroEngineering and Rehabilitation (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
National Institutes of Health (Z99CL999999)
Topics
  • Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Context-Aware Activity Recognition Systems
  • Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
  • Physical Sciences › Computer Science › Computer Networks and Communications › Wireless Sensor Networks for Data Analysis
Keywords
wearable sensors, wearable systems, rehabilitation, home-based rehabilitation, older adults, chronic disease, home monitoring, ambient sensors, fall detection, treatment efficacy assessment, clinical deployment
MeSH terms
Adult, Clothing, Diagnosis, Computer-Assisted, Equipment Design, Persons with Disabilities, Humans, Therapy, Computer-Assisted, Monitoring, Ambulatory

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.

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