Cited by 211Mobile Health and mHealth ApplicationsMedication Adherence and ComplianceBlood Pressure and Hypertension Studies

Effectiveness of Digital Medicines to Improve Clinical Outcomes in Patients with Uncontrolled Hypertension and Type 2 Diabetes: Prospective, Open-Label, Cluster-Randomized Pilot Clinical Trial

Open access
Frias, Juan, Virdi, Naunihal, Raja, Praveen, Kim, Yoona, Savage, George, Osterberg, Lars·2017·Journal of Medical Internet Research

Abstract

BACKGROUND: Hypertension and type 2 diabetes mellitus are major modifiable risk factors for cardiac, cerebrovascular, and kidney diseases. Reasons for poor disease control include nonadherence, lack of patient engagement, and therapeutic inertia. OBJECTIVE: The aim of this study was to assess the impact on clinic-measured blood pressure (BP) and glycated hemoglobin (HbA1c) using a digital medicine offering (DMO) that measures medication ingestion adherence, physical activity, and rest using digital medicines (medication taken with ingestible sensor), wearable sensor patches, and a mobile device app. METHODS: Participants with elevated systolic BP (SBP ≥140 mm Hg) and HbA1c (≥7%) failing antihypertensive (≥2 medications) and oral diabetes therapy were enrolled in this three-arm, 12-week, cluster-randomized study. Participants used DMO (includes digital medicines, the wearable sensor patch, and the mobile device app) for 4 or 12 weeks or received usual care based on site randomization. Providers in the DMO arms could review the DMO data via a Web portal. In all three arms, providers were instructed to make medical decisions (medication titration, adherence counseling, education, and lifestyle coaching) on all available clinical information at each visit. Primary outcome was change in SBP at week 4. Other outcomes included change in SBP and HbA1c at week 12, and low-density lipoprotein cholesterol (LDL-C) and diastolic blood pressure (DBP) at weeks 4 and 12, as well as proportion of patients at BP goal (<140/90 mm Hg) at weeks 4 and 12, medical decisions, and medication adherence patterns. RESULTS: Final analysis included 109 participants (12 sites; age: mean 58.7, SD years; female: 49.5%, 54/109; Hispanic: 45.9%, 50/109; income ≤ US $20,000: 56.9%, 62/109; and ≤ high school education: 52.3%, 57/109). The DMO groups had 80 participants (7 sites) and usual care had 29 participants (5 sites). At week 4, DMO resulted in a statistically greater SBP reduction than usual care (mean -21.8, SE 1.5 mm Hg vs mean -12.7, SE 2.8 mmHg; mean difference -9.1, 95% CI -14.0 to -3.3 mm Hg) and maintained a greater reduction at week 12. The DMO groups had greater reductions in HbA1c, DBP, and LDL-C, and a greater proportion of participants at BP goal at weeks 4 and 12 compared with usual care. The DMO groups also received more therapeutic interventions than usual care. Medication adherence was ≥80% while using the DMO. The most common adverse event was a self-limited rash at the wearable sensor site (12%, 10/82). CONCLUSIONS: For patients failing hypertension and diabetes oral therapy, this DMO, which provides dose-by-dose feedback on medication ingestion adherence, can help lower BP, HbA1c, and LDL-C, and promote patient engagement and provider decision making. TRIAL REGISTRATION: Clinicaltrials.gov NCT02827630; https://clinicaltrials.gov/show/NCT02827630 (Archived by WebCite at http://www.webcitation.org/6rL8dW2VF).

AI snapshot

Written from the paper’s full text.

TL;DR

In a 12-week, open-label, cluster-randomized pilot in adults with uncontrolled hypertension and type 2 diabetes, a digital medicine offering (DMO) produced greater week-4 systolic BP reduction than usual care and greater proportions at BP goal. DMO also showed favorable trends in HbA1c and LDL-C, with high measured ingestion adherence, but the study was small and not powered for many outcomes.

Key findings

  • Primary outcome: at week 4, combined DMO reduced SBP by mean –21.8 (SE 1.5) mm Hg vs –12.7 (SE 2.8) mm Hg for usual care; mean difference –9.1 mm Hg (95% CI –14.0 to –3.3; adjusted difference –10.0, 95% CI –16.1 to –3.9; effect size 0.69).
  • BP goal: at week 4, 81% (65/80) of DMO participants vs 33.3% (9/27) usual care reached BP goal (difference 47.9%, 95% CI 18.5–77.3); at week 12, 98% (39/40) of 12-week DMO vs 51.7% usual care (difference 45.8%, 95% CI 7.1–84.5).
  • Glycemia/lipids: among baseline HbA1c ≥8% (n=65), week-12 HbA1c changed by –0.72% (SE 0.23) for 4-week DMO, –0.31% (SE 0.31) for 12-week DMO, and +0.26% (SE 0.34) for usual care; among baseline LDL-C ≥70 mg/dL (n=54), DMO reduced LDL-C by –37.2 mg/dL at week 4 and –30.1 mg/dL at week 12 vs –4.0 and –10.9 mg/dL for usual care.
  • Engagement/safety: mean ingestion adherence was 86% during first 4 weeks (combined DMO) and 84% over 12 weeks (12-week DMO); DMO providers made mean 6.5 (SD 5.3) medical decisions per participant vs 2.7 (SD 3.3) for usual care; most common adverse event was self-limited rash at wearable sensor site (12%, 10/82).

Methods

  • Prospective, open-label, cluster-randomized, controlled, three-arm pilot at 13 outpatient primary care sites in California and Colorado; sites randomized to 4-week DMO, 12-week DMO, or usual care. Final modified intention-to-treat analysis included 109 participants (40, 40, 29) after excluding one usual-care site (5 participants) over cluster-randomization concern.
  • Eligible adults had uncontrolled hypertension (SBP ≥140 mm Hg) and T2DM (HbA1c ≥7%) failing ≥2 antihypertensives and oral diabetes therapy; DMO included digital medicines (medication co-encapsulated with ingestible sensor), wearable sensor patch, and mobile app, with provider Web portal.
  • Primary outcome was change in SBP at week 4; secondary/exploratory outcomes included SBP/HbA1c at week 12, DBP, FPG, LDL-C, BP goal, adherence, medical decisions, PAM, and safety. Differences used mixed-effects regression adjusted for baseline value, gender, age (<65 vs ≥65), and race (African American vs other), with cluster/ICC adjustment; missing data by LOCF; P values not reported for outcome data.

Limitations

  • Stated: small sample size and only 13 sites, with baseline demographic differences; pilot designed to estimate effect size and may be underpowered for secondary/exploratory outcomes; no ambulatory BP monitoring, so in-clinic BP fluctuations possible; no objective adherence assessment in usual care, so the study cannot conclude DMO increased adherence; short duration means durability of BP, HbA1c, and LDL changes remains unproven.
  • Stated: one usual-care site was excluded from final analysis due to concern about violation of cluster randomization.
  • Evident from design/text: open-label cluster randomization without placebo/sham, and adherence measurable only in DMO users, may introduce expectancy and measurement asymmetries; P values were not reported for study outcomes.

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

Integrity signals

Registry

Crossref · 10.2196/jmir.7833

Cites

34 of 34 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

31 of 59 cited sources checked · 8 supported · 4 flagged · accuracy not yet measured

  • Premisecitation

    Approximately half of treated patients do not have adequate blood pressure or glycemic control.

    “Despite the widespread availability of effective treatments, approximately half of treated patients do not have adequate blood pressure (BP) or glycemic control [4,6,7].”
    Quote in the paperSubstantial claim3 of 3 sources checked
    • cites [4] source

      In ‘High Blood Pressure > Awareness, Treatment, and Control’ (page unavailable), the report says 70.4% of US adults taking antihypertensive medication had controlled BP—about 30%, not half, lacked control. Its diabetes discussion reports poor glycemic control in children receiving monotherapy, but does not establish the claimed proportion for treated patients generally. (LLM, conf=0.83)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
    • cites [6] source

      The Results (page not provided) report that 66% of hypertensive patients were treated and 21.5% were treated but had uncontrolled blood pressure—about one-third of treated patients, not approximately half. The approximately half figure (46%) applies to all hypertensive patients, including untreated patients. The paper examines cholesterol control, not glycemic control. (LLM, conf=0.88)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
    • cites [7] source

      The Results report that 55.1% of adults taking diabetes medication had HbA1c below 7.0% in 2005–2010, supporting the claim that approximately half lacked glycemic control. The cited passage does not report blood-pressure control among treated patients. Page numbers are unavailable in our copy. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Premisecitation

    The uncontrolled prior studies did not focus on disease control.

    “However, these uncontrolled studies did not focus on disease control.”
    Quote in the paperSubstantial claim4 of 6 sources checked
    • cites [16] Au-Yeung, KY, 2011, Am J Manag Care
    • cites [17] source
    • cites [18] source
    • cites [19] source
    • cites [20] source

      The cited registry was uncontrolled, but its Introduction says it assessed patients with persistent hypertension, and its Discussion reports whether patients achieved blood-pressure control. The paper does not characterize prior uncontrolled studies as lacking a focus on disease control; its own study makes the contrary point. (LLM, conf=0.82)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
    • cites [21] source

      The Abstract (page not given) frames the study around identifying patients whose hypertension remains uncontrolled. It reports blood-pressure measurements during system use and says the findings informed treatment decisions to improve blood pressure. That is contrary to the claim that the study did not focus on disease control. (LLM, conf=0.84)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
  • Premisecitation

    Prior clinical studies demonstrated the accuracy, safety, and feasibility of using the DMO in patients across a range of medical conditions, including hypertension and type 2 diabetes mellitus.

    “Prior clinical studies demonstrated the accuracy, safety, and feasibility of using the DMO in patients across a range of medical conditions, including HTN and type 2 diabetes mellitus (T2DM)”
    Quote in the paperSubstantial claim4 of 6 sources checked
    • cites [16] Au-Yeung, KY, 2011, Am J Manag Care
    • cites [17] source

      The Abstract and Discussion report accuracy, adverse events, and feasibility for an ingestible sensor system in patients receiving tuberculosis treatment. The Introduction mentions earlier studies in healthy volunteers and other small cohorts, but our copy does not establish the claimed findings in patients with hypertension or type 2 diabetes. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
    • cites [18] source

      The Study Design and Safety sections describe an ingestible-sensor study in kidney transplant recipients, with accurate detection and no serious or severe adverse events, though some patients stopped using the system because of skin intolerance. Our copy does not establish the claimed results across medical conditions, including hypertension and type 2 diabetes; searches for those conditions found no relevant passage. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites [19] source
    • cites [20] source

      The Introduction (page not available) reports prior ingestible-sensor studies involving people with hypertension and diabetes, and describes a low rate of side effects and no device-related serious adverse events. It does not report that those studies demonstrated accuracy, nor does it specify type 2 diabetes; the Results support usability in this hypertension registry, not feasibility across all the listed conditions. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites [21] source

      The Abstract reports use of the digital system in eight patients with hypertension and describes it as informative and easy to use, supporting feasibility in that group. It does not report patients with type 2 diabetes or establish the system’s accuracy or safety across medical conditions. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Premisecitation

    In the prior hypertension registry study, 37% of participants achieved blood pressure control after 2 weeks with no adjustments to their antihypertensive medications.

    “Additionally, 37% of participants achieved BP control after 2 weeks with no adjustments to their antihypertensive medications [20].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [20] source

      The Abstract reports that 32% of registry participants achieved their treatment goals using existing therapy, and the methods state that antihypertensive treatment was unchanged during the two weeks of sensor use. The Discussion mentions approximately 30% reaching their goals after two weeks without prescribing changes, but attributes that finding to a separate community-pharmacy study. Our copy does not support the claimed 37% for this registry. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Premisecitation

    A prior hypertension registry study conducted in several primary care centers in the United Kingdom demonstrated that a prior version of the DMO with no patient feedback (digital medicines plus patch) uncovered a root cause for uncontrolled hypertension in all participants after 2 weeks of use.

    “A prior hypertension registry study conducted in several primary care centers in the United Kingdom demonstrated the ability of a prior version of the DMO with no patient feedback (ie, digital medicines plus patch) to uncover a root cause for uncontrolled HTN in all participants after 2 weeks of use.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [20] source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
  • May combine two claims. 28
  • Classified as probably not a substantial claim. 21
  • The quote only partly states this claim. 1
  • May combine two claims.

    Premisecitation

    Poor medication adherence, lack of patient engagement, and therapeutic inertia are major contributors to patients not reaching their therapeutic targets.

    “Poor medication adherence, lack of patient engagement, and therapeutic inertia are major contributors to patients not reaching their therapeutic targets [8-12].”
    Quote in the paperSubstantial claim1 of 5 sources checked
    • cites [8] SabatéEAdherence to Long-Term Therapies: Evidence for Action2003GenevaWorld Health Organizationhttp://apps.who.int/iris/bitstream/10665/42682/1/9241545992.pdf

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [9] source
    • cites [10] source

      The Background section links failure to reach blood-pressure targets to treatment adherence and clinical inertia. Results > Coding also discusses patients’ lack of enthusiasm and unwillingness to take medication or follow counseling, but says these attitudes were rarely explored as causes of inertia. The paper supports these factors in hypertension care, not the broader assertion that all three are major contributors to unmet therapeutic targets generally. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites [11] Lee, WC, 2006, Manag Care Interface
    • cites [12] Balkrishnan, R, 2003, Clin Ther source
  • May combine two claims.

    Premisecitation

    Prior clinical studies suggested this DMO can identify reasons for uncontrolled hypertension and help patients achieve blood pressure control.

    “and suggested this DMO can identify reasons for uncontrolled HTN and help patients achieve BP control [16-21].”
    Quote in the paperSubstantial claim4 of 6 sources checked
    • cites [16] Au-Yeung, KY, 2011, Am J Manag Care

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [17] source

      The Results report that the ingestible-sensor system detected medication ingestions in patients receiving tuberculosis therapy, and the Discussion says it could help identify poor adherence. The study did not investigate uncontrolled hypertension, determine its causes, or measure whether patients achieved blood-pressure control. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
    • cites [18] source

      The Study Design and Discussion describe an ingestible sensor used to assess medication adherence in kidney transplant recipients. Our copy does not address uncontrolled hypertension or blood-pressure control; searches for hypertension and blood pressure found no relevant passage. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
    • cites [19] source
    • cites [20] source
    • cites [21] source
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    Blood pressure was recorded at each visit as the mean of two or more measurements obtained using the recommended measurement guidelines from the American Heart Association.

    “Blood pressure recorded at each visit was the mean of two or more BP measurements obtained using the recommended measurement guidelines from the American Heart Association [22].”
    Quote in the paperSubstantial claim1 of 1 sources checked
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Hypertension and diabetes mellitus are major risk factors for cardiac diseases, stroke, and kidney diseases.

    “Hypertension (HTN) and diabetes mellitus are major risk factors for cardiac diseases, stroke, and kidney diseases [1-5].”
    Quote in the paperNot a substantial claim2 of 5 sources checked
    • cites [1] 2011, MMWR Morb Mortal Wkly Rep

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [2] source
    • cites [3] source
    • cites [4] source

      The High Blood Pressure ‘Aftermath’ section reports higher risks of heart disease and stroke with elevated blood pressure, and the ‘Prehypertension’ section reports an association with end-stage renal disease; page numbers were not available in our copy. The retrieved Diabetes Mellitus passages do not establish diabetes as a risk factor for the three disease categories, so the full claim is not supported by the passages found. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
    • cites [5] source

      In “Potential Impact of CVD Prevention” (page unavailable), the paper calls hypertension a major risk factor for stroke, coronary heart disease, and heart failure. In “Commentary” (page unavailable), it identifies diabetes mellitus as a risk factor for cardiovascular disease. The cited passages do not establish the claim that both conditions are major risk factors for kidney disease, or that diabetes is a major risk factor for each listed cardiac and stroke outcome. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The Patient Activation Measure (PAM) is a validated measure of patient activation that includes a person's beliefs, motivation, and actions for self-care.

    “Participants also completed the 10-question Patient Activation Measure (PAM), a validated measure of patient activation that includes person’s beliefs, motivation, and actions for self-care at these visits [9,23,24].”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites [9] source
    • cites [23] source

      The Conclusions describe PAM as a valid measure of activation encompassing beliefs, confidence, and action to manage health. However, the Methods report validation of a 22-item PAM, not the 10-question version participants completed; this source does not establish that version’s validity. The indexed passages do not provide page numbers. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
    • cites [24] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A recent study demonstrated benefits of a pharmacist case management intervention to reduce BP using a telemonitoring BP device.

    “In contrast, a recent study demonstrated benefits of a pharmacist case management intervention to reduce BP using a telemonitoring BP device [35].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Statin adherence, as evidenced by LDL-C reduction, has been associated with improved outcomes in diabetes patients.

    “Statin adherence, as evidenced by LDL-C reduction, has also been associated with improved outcomes in diabetes patients [29,32,33].”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites [29] Lewington, S, 2002, Lancet source
    • cites [32] Farsaei, S, 2015, J Res Med Sci
    • cites [33] source

      In §3, “Assumptions and Definitions” (page unavailable), the pathway recommends statin therapy for patients with diabetes and advises monitoring both adherence and LDL-C response. It also discusses cardiovascular risk reduction, but does not report an association between measured statin adherence, LDL-C reduction, and improved outcomes specifically in patients with diabetes. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    In the Bloss et al study, no instructions were given to providers on use of the device data; this has been shown to make blood glucose monitoring less effective in non-insulin-using diabetes patients.

    “In that study, no instructions were given to providers on use of the device data; this has been shown to make blood glucose monitoring less effective in non-insulin-using diabetes patients [30,34].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [30] source
    • cites [34] source

      The Study enrollment section says HealthComp nurses could view device readings and describes instructions given to participants, but does not say whether providers received instructions on using the data. The Health self-management results report no difference in HbA1c, but do not test whether a lack of provider instructions made glucose monitoring less effective for non-insulin-using patients. Searches for provider instructions and that proposed effect found no decisive passage in our copy; page numbers were not available. (LLM, conf=0.74)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In the pharmacist case management study, the intervention group had a statistically greater reduction in SBP at 6 months than usual care (mean difference -10.7, 95% CI -14.3 to -7.3 mm Hg).

    “The intervention group had a statistically greater reduction in SBP at 6 months than usual care (mean difference –10.7, 95% CI –14.3 to –7.3 mm Hg), similar to the reductions in SBP observed in our pilot study on the DMO, except the pharmacist case management study only addressed hypertension, whereas this DMO study evaluated patients with both uncontrolled HTN and T2DM.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A reduction in HbA1c of 0.5% or more is considered clinically significant to reduce the risk of microvascular complications.

    “A reduction in HbA1c of 0.5% or more is considered clinically significant to reduce the risk of microvascular complications [30,31].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [30] source
    • cites [31] source

      The Discussion (section 4.1; page unavailable) calls a 0.57% A1C improvement clinically meaningful. It separately reports that a 0.9% decrease was associated with fewer microvascular complications. It does not establish 0.5% or more as a threshold for reducing that risk. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    The inclusion criteria in the Bloss et al study were based on cost versus level of disease control and may have enrolled participants not needing additional interventions.

    “Finally, the inclusion criteria were based on cost versus level of disease control and may have enrolled participants not needing additional interventions.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [34] source

      The Methods (Study design and Study recruitment; pages not provided) say eligibility was based on a condition-related insurance claim, while recruitment was prioritized by the dollar amount of claims—not by measured disease control. This makes it plausible that some participants did not need additional intervention, but the paper does not establish that they were enrolled. The claim also conflates recruitment priority with inclusion criteria. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Interpretationcitation

    The reductions in SBP observed in this pilot study on the DMO are similar to those in the pharmacist case management study, except the pharmacist study only addressed hypertension whereas this DMO study evaluated patients with both uncontrolled HTN and T2DM.

    “similar to the reductions in SBP observed in our pilot study on the DMO, except the pharmacist case management study only addressed hypertension, whereas this DMO study evaluated patients with both uncontrolled HTN and T2DM.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The final modified-ITT group included 109 participants (40 in 4-week DMO, 40 in 12-week DMO, and 29 in usual care).

    “The final modified-ITT group included 109 participants (40 in 4-week DMO, 40 in 12-week DMO, and 29 in usual care) (Figure 2).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Mean ingestion adherence was 86% during the first 4 weeks (combined DMO) and 84% for the entire 12 weeks (12-week DMO).

    “The mean ingestion adherence was 86% during the first 4 weeks (combined DMO) and 84% for the entire 12 weeks (12-week DMO) (see Figure 4).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    DMO participants had a greater reduction in diastolic blood pressure than usual care participants, but the difference was not statistically significant.

    “DMO participants also had a greater reduction in DBP compared with usual care, but the results were not significant.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The 4-week DMO group had greater reductions in systolic and diastolic blood pressure at week 12 than usual care, but the differences were not statistically significant.

    “The 4-week DMO group also had greater reductions in SBP and DBP at week 12 than usual care, but the results were not statistically significantly different”
    Quote in the paperNot a substantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    At week 4, DMO participants with uncontrolled BP who were medication adherent (≥80%) appeared to be 4 times more likely than usual care participants to receive an antihypertensive titration, but the difference was not statistically significant.

    “At week 4, DMO participants with uncontrolled BP, who were medication adherent (≥80%), appeared to be 4 times more likely than usual care participants to receive an antihypertensive titration.”
    • Also stated in: § Secondary Outcomes · hedged
      “this finding should be interpreted with caution because the actual number of medication changes that occurred was small and the difference was not statistically significant.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    At week 12, the combined DMO groups had a greater reduction in systolic blood pressure than usual care, but the difference was not statistically significant (mean change -20.9 vs -15.2 mm Hg; mean difference -4.6, 95% CI -14.3 to 5.1 mm Hg).

    “Week 12, mean change (SE) | –15.2 (2.0) | –20.9 (3.4) | –4.6 (4.9); (–14.3, 5.1)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Most participants agreed the DMO was easy to learn (92%, 69/75) and to incorporate in their daily routine (91%, 68/75).

    “In general, participants agreed the DMO was easy to learn (92%, 69/75) and to incorporate in their daily routine (91%, 68/75)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    DMO participants had a nonsignificantly greater increase in PAM score compared with usual care; changes were mean 7.9 (SE 3.8) for 4-week DMO, mean 7.9 (SE 3.0) for 12-week DMO, and mean 1.7 (SE 3.3) for usual care at week 12.

    “The DMO participants had a nonsignificantly greater increase in PAM score compared with usual care; the changes were mean 7.9 (SE 3.8) for 4-week DMO, mean 7.9 (SE 3.0) for 12-week DMO, and mean 1.7 (SE 3.3) for usual care at week 12 (see Table 6).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Most participants agreed using the DMO data was useful to manage (91%, 68/75) and improved their health (93%, 70/75).

    “and that using the data was useful to manage (91%, 68/75) and improved their health (93%, 70/75)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    12 participants reported study medication-related AEs (14 events total) with gastrointestinal AEs (9 events in 8 participants; 7 mild, 2 moderate, 1 moderate event led to study withdrawal, 10%) being the most common.

    “Additionally, 12 participants reported study medication-related AEs (14 events total) with gastrointestinal AEs (9 events in 8 participants; 7 mild, 2 moderate, 1 moderate event led to study withdrawal, 10%) being the most common.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Participants using the DMO showed lower trends in HbA1c (as much as a 1% greater reduction) and LDL-C (33 mg/dL greater reduction) compared to usual care.

    “Participants using the DMO also showed lower trends in HbA1c (as much as a 1% greater reduction), and LDL-C (33 mg/dL greater reduction) compared to participants who received usual clinical care.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Participants with uncontrolled HTN and T2DM who used the DMO had significantly greater reductions in SBP within 4 weeks than usual care (9 mm Hg greater reduction), which was maintained at 12 weeks with a significantly greater proportion achieving BP goal.

    “In this study, participants with uncontrolled HTN and T2DM who used the DMO had significantly greater reductions in SBP within 4 weeks than the usual care group (9 mm Hg greater reduction), which was maintained at 12 weeks with a significantly greater proportion of patients achieving their BP goal.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    32 of 82 DMO participants (39%) reported 59 adverse events, of which 33 were unrelated to DMO; 8 of 36 usual care participants (22%) reported 17 AEs.

    “There were 32 of 82 DMO participants (39%) who reported 59 adverse events (AEs), of which 33 were unrelated to the DMO; 8 of 36 usual care participants (22%) reported 17 AEs.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In participants with baseline LDL-C ≥70 mg/dL, the mean change in LDL-C was -37.2 mg/dL at week 4 and -30.1 mg/dL at week 12 for DMO, and -4.0 mg/dL at week 4 and -10.9 mg/dL at week 12 for usual care.

    “In participants with baseline LDL-C of 70 mg/dL or higher (n=54; 4-week DMO: n=6, 12-week DMO: n=28, usual care group: n=20), changes in LDL-C were mean –37.2 (SE 7.9) mg/dL at week 4 and mean –30.1 (SE 8.0) mg/dL at week 12 for DMO and mean –4.0 (4.3) mg/dL at week 4 and mean –10.9 (SE 5.9) mg/dL at week 12 for usual care.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The differences in change in LDL-C between DMO and usual care were -33.2 (95% CI -50.6 to -15.8) at week 4 and -19.2 (95% CI -36.4 to -2.0) at week 12, and these differences were statistically significant.

    “The differences in change in LDL-C between DMO and the usual care group were –33.2 (95% CI –50.6 to –15.8) at week 4 and –19.2 (95% CI –36.4 to –2.0) at week 12. These differences were statistically significant (see Table 5 for complete results).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    There were 14 device-related AEs in 11 participants, most commonly mild skin reactions to the wearable sensor (13 events in 10 participants, 12%).

    “There were 14 device-related AEs in 11 participants, most commonly mild skin reactions to the wearable sensor (13 events in 10 participants, 12%).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Most participants (81%, 61/75) did not mind wearing the patch.

    “Most (81%, 61/75) did not mind wearing the patch (see Table 7).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    Differences between groups were calculated using a mixed-effects regression model that incorporated covariates found to be significant in the model: baseline value, gender, age (<65 vs ≥65 years), and race (African American vs other).

    “Differences between groups were calculated using a mixed-effects regression model that incorporated covariates found to be significant in the model: baseline value, gender, age (<65 years vs ≥65 years), and race (African American vs other).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    One usual care site with five participants was not included in the final analysis over concern about violation of the cluster randomization.

    “One usual care site with five participants was not included in the final analysis over concern about violation of the cluster randomization.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    A sensitivity analysis showed that excluding the one usual care site did not impact the primary outcome; the change in SBP for usual care with the excluded site was mean -14.0 (SE 2.7; difference from combined DMO: -7.8, SE 2.8, 95% CI -13.3 to -2.3 mm Hg).

    “A sensitivity analysis showed that excluding the one usual care site did not impact the primary outcome; the change in SBP for usual care with the excluded site was mean –14.0 (SE 2.7; difference from combined DMO: –7.8, SE 2.8, 95% CI –13.3 to –2.3 mm Hg).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given

    The standard error was adjusted for cluster (study site) effects as well as the intracluster correlation coefficient (ICC) calculated using a one-way analysis of variance to adjust for any imbalances between and within clusters.

    “The SE was adjusted for cluster (study site) effects as well as the intracluster correlation coefficient (ICC) calculated using a one-way analysis of variance to adjust for any imbalances between and within clusters.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Medication nonadherence alone costs US $290 billion annually in the United States and is difficult to assess and improve.

    “Medication nonadherence alone costs US $290 billion annually in the United States and is difficult to assess and improve [13,14].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [13] New England Healthcare InstituteThinking Outside the Pillbox: A System-Wide Approach to Improving Patient Medication Adherence for Chronic Disease200908http://www.nehi.net/writable/publication_files/file/pa_issue_brief_final.pdf

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [14] source
  • May combine two claims.

    Interpretationown data

    For patients failing hypertension and diabetes oral therapy, this DMO, which provides dose-by-dose feedback on medication ingestion adherence, can help lower blood pressure, HbA1c, and LDL-C, and promote patient engagement and provider decision making.

    “For patients failing hypertension and diabetes oral therapy, this DMO, which provides dose-by-dose feedback on medication ingestion adherence, can help lower BP, HbA1c, and LDL-C, and promote patient engagement and provider decision making.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Target enrollment in this pilot study was 120 participants to ensure at least 90 evaluable participants at the end of the study.

    “Target enrollment in this pilot study was 120 participants to ensure at least 90 evaluable participants at the end of the study.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Participants with at least one follow-up blood pressure were included in this modified intention-to-treat analysis, which represented the minimal data needed for a pre/post comparison for each participant.

    “Participants with at least one follow-up BP were included in this modified intention-to-treat (ITT) analysis, which represented the minimal data needed for a pre/post comparison for each participant.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Missing data were handled using last observation carried forward.

    “Missing data were handled using last observation carried forward.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    A comparison of adherence to treatment was not included among the goals of this study.

    “A comparison of adherence to treatment was not included among the goals of this study.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductreasoning

    No objective assessment of adherence to treatment was attempted in the usual care arm because there are only indirect methods of measuring adherence as an alternative to DMO and none of these methods have been established to be inherently reliable or accurate.

    “No objective assessment of adherence to treatment was attempted in the usual care arm because there are only indirect methods of measuring adherence as an alternative to DMO and none of these methods have been established to be inherently reliable or accurate.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Each 2 mm Hg reduction in SBP or 1 mm Hg reduction in DBP has been associated with lowering mortality from stroke and ischemic heart disease by 10% and 7%, respectively.

    “Each 2 mm Hg reduction in SBP or 1 mm Hg reduction in DBP has been associated with lowering mortality from stroke and ischemic heart disease by 10% and 7%, respectively [29].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [29] Lewington, S, 2002, Lancet source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning

    Ambulatory BP monitoring was not used; therefore, BP fluctuations may be potentially related to the context of in-clinic measurement.

    “In order to demonstrate use of the DMO in the real-world primary care clinic workflow, ambulatory BP monitoring was not used; therefore, BP fluctuations may be potentially related to the context of in-clinic measurement (outside of the participant’s natural context).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductreasoning

    This study had a small sample size and included only 13 sites, which likely contributed to discrepancies noted in participant demographic and baseline characteristics.

    “This study had a small sample size and included only 13 sites, which likely contributed to discrepancies noted in participant demographic and baseline characteristics.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    The results should be generalizable given the diversity of the study population.

    “The results should be generalizable given the diversity of the study population.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A 1-point increase in PAM score is associated with a 1.8% increased likelihood of decreasing HbA1c to less than 8%.

    “a 1-point increase in PAM score is associated with a 1.8% increased likelihood of decreasing HbA1c to less than 8% [9].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] source
45 of 45
  • The paper relies on this without support.

    Usual care as delivered in the trial represents the current standard of care that patients receive today.

    “usual care (to compare with the current standard that patients receive today)”
  • The paper relies on this without support.

    Average adherence to chronic medicines is approximately 50%.

    “In the literature, average adherence to chronic medicines is approximately 50%; participants using DMO achieved a mean adherence of 86% during the first 4 weeks.”
  • The authors state this as an assumption.

    Improved clinical outcomes with the DMO were related in part to improved self-care (medication adherence and patient activation).

    “We hypothesize that improved clinical outcomes with the DMO were related in part to improved self-care (medication adherence and patient activation).”
3 of 3

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.

  • Usual-care Hispanic percentage is incorrect

    Minor

    Table 2 reports 14 Hispanic participants among 29 usual-care participants. That is 48.3%, not 45%.

    Reported 45 · recomputed 48.275862

  • Results give a third Hispanic participant count

    Minor

    The Results section reports 57 Hispanic participants, whereas the abstract reports 50. Table 2's group counts total 51.

  • HbA1c difference has the wrong sign in the Results text

    Minor

    For participants with baseline HbA1c of at least 8%, the 4-week DMO change of -0.72% minus the usual-care change of 0.26% is -0.98%, as Table 4 reports. The Results text states positive 0.98% despite giving a wholly negative confidence interval.

    Reported 0.98 · recomputed -0.98

  • Primary-outcome confidence interval has two lower bounds

    Minor

    The Results text gives a lower 95% confidence bound of -14.8 mm Hg, but Table 3 gives -14.0 mm Hg for the same week-4 SBP difference.

  • Usual-care baseline FPG standard error differs between tables

    Minor

    Table 2 gives the usual-care baseline FPG as 165.0 with SE 8.5 mg/dL; Table 3 gives the same baseline mean with SE 13.6 mg/dL.

5 of 5

Cites

Flagged first, then by citations

Research works printed but not linked: 6

  1. 2011, MMWR Morb Mortal Wkly Rep, 60, 103
  2. Lee, WC, 2006, Manag Care Interface, 19, 31
  3. Kahneman, D, 2011, Thinking Fast And Slow
  4. Au-Yeung, KY, 2011, Am J Manag Care, 17, e277
  5. Suwanmalee, O, 2006, J Med Assoc Thai, 89 Suppl 4, S1
  6. Farsaei, S, 2015, J Res Med Sci, 20, 109

Cited by

Sorted by citations

Authors
Frias, J., Virdi, N., Raja, P., Kim, Y., Savage, G., & Osterberg, L.
Affiliations
  • Proteus Digital Health (US)
  • Stanford Medicine (US)
Venue
Journal of Medical Internet Research
Published
2017-07-11
Volume
19
Issue
7
Pages
e246
ISSN
1438-8871 (ISSN-L)
OpenAlex
W2735136142
Cited by
211
References
34
Citations by year
2026: 13 · 2025: 20 · 2024: 19 · 2023: 30 · 2022: 26 · 2021: 24 · 2020: 34 · 2019: 24 · 2018: 16 · 2017: 5
FWCI
32.78
Type
journal article
Language
en
Open access
Licence
cc-by
Locations
  • Journal of Medical Internet Research (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (submittedVersion, cc-by)
  • PubMed Central (submittedVersion, cc-by)
Topics
  • Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
  • Health Sciences › Medicine › Family Practice › Medication Adherence and Compliance
  • Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Blood Pressure and Hypertension Studies
Keywords
digital medicine, ingestible sensors, mobile health apps, uncontrolled hypertension, type 2 diabetes, medication adherence, HbA1c, blood pressure control, dose titration, therapeutic inertia, patient engagement, LDL cholesterol, diabetes self-management education, digital health interventions, physical activity monitoring, sleep monitoring
MeSH terms
Diabetes Mellitus, Type 2, Female, Humans, Hypertension, Male, Middle Aged, Pilot Projects, Prospective Studies, Treatment Outcome, Telemedicine, Medication Adherence

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 2026-10-09.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.

Cited sources are checked by 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.

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