Cited by 9Mobile Health and mHealth ApplicationsPhysical Activity and HealthDiabetes Management and Education

Mobile Health Biometrics to Enhance Exercise and Physical Activity Adherence in Type 2 Diabetes (MOTIVATE-T2D): a decentralised feasibility randomised controlled trial delivered across the UK and Canada

Open access
Hesketh, Katie, Low, Jonathan, Andrews, Robert, Blitz, Sandra, Buckley, Benjamin, Falkenhain, Kaja, Job, Jennifer, Jones, Charlotte A +11 more·2025·BMJ Open

Abstract

Objectives: Assess the feasibility of a mobile health (mHealth)-supported home-delivered physical activity (PA) intervention (MOTIVATE-T2D) in people with recently diagnosed type 2 diabetes (T2D). Design: Feasibility multicentre, parallel group, randomised controlled trial (RCT). Setting: Participants were recruited from England and Canada using a decentralised design. Participants: Adults (40–75 years) recently diagnosed with T2D (5–24 months). Interventions: Participants were randomised 1:1 to intervention (MOTIVATE-T2D) or active control groups. Participants codesigned 6month- home-delivered, personalised, progressive PA programmes supported by virtual behavioural counselling. MOTIVATE-T2D used biofeedback from wearable technologies to support the programme. The active control group received the same intervention without wearables. Outcomes: The primary outcomes were recruitment rate, retention and adherence to purposeful exercise. Clinical data on effectiveness were collected as exploratory outcomes at baseline, 6 and 12 months, with HbA1c and systolic blood pressure (BP) proposed as primary outcomes for a future full RCT. Results: n=135 eligible participants expressed an interest in the trial, resulting in 125 participants randomised (age 55±9 years, 48% female, 81% white), a recruitment rate of 93%. Retention at 12 months was 82%. MOTIVATE-T2D participants were more likely to start (OR 10.4, CI 3.4 to 32.1) and maintain purposeful exercise at 6 (OR 7.1, CI 3.2 to 15.7) and 12 months (OR 2.9, CI 1.2 to 7.4). Exploratory clinical outcomes showed a potential effect in favour of MOTIVATE-T2D, including proposed primary outcomes HbA1c and systolic BP (between-group mean differences: HbA1c: 6 months: −5% change from baseline, CI −10 to 2: 12 months: −2% change from baseline, CI −8 to −4; systolic BP: 6 months: −1 mm Hg, CI −5 to 3: 12 months: −4 mm Hg, CI −8 to 1). Conclusions: Our findings support the feasibility of delivering the MOTIVATE-T2D mHealth-supported PA intervention for people with recently diagnosed T2D and progression to a full RCT to examine its clinical and cost-effectiveness. Trial registration number: ISRCTN: 14335124; ClinicalTrials.gov: NCT0465353 .

AI snapshot

Written from the paper’s full text.

TL;DR

In a decentralised UK–Canada feasibility RCT, the MOTIVATE-T2D mHealth-supported home physical activity intervention was feasible and acceptable in adults recently diagnosed with type 2 diabetes. Recruitment was 93%, 12-month retention was 82%, and MOTIVATE-T2D participants showed higher uptake and maintenance of purposeful exercise than active control, with exploratory signals favouring HbA1c and systolic blood pressure.

Key findings

  • Of 135 eligible people expressing interest, 125 were randomised (93% recruitment); participants were aged 55±9 years, 48% female, 81% white, and 12-month retention was 82%.
  • MOTIVATE-T2D participants were more likely to start purposeful exercise (OR 10.4, CI 3.4 to 32.1; 93% vs 58% active control) and to still be exercising at 6 months (OR 7.1, CI 3.2 to 15.7; 79% vs 34%) and 12 months (OR 2.9, CI 1.2 to 7.4; 30% vs 13%).
  • At the end of the 6-month intervention, 52% of MOTIVATE-T2D participants completed >150 min of moderate-to-vigorous intensity exercise per week at least once, compared with 17% of active control; at 12 months this was 28% vs 11%.
  • Exploratory between-group differences favoured MOTIVATE-T2D for proposed primary outcomes: HbA1c at 6 months −5% change from baseline (CI −10 to 2) and at 12 months −2% (CI −8 to 4 in table 3); systolic BP at 6 months −1 mm Hg (CI −5 to 3) and at 12 months −4 mm Hg (CI −8 to 1).

Methods

  • Multicentre, parallel-group feasibility RCT in England and Canada; adults aged 40–75 years with T2D diagnosed 5–24 months, managed by lifestyle alone or metformin, were randomised 1:1 to MOTIVATE-T2D or active control. Both groups received a 6-month home-delivered, personalised, progressive PA programme with virtual behavioural counselling; MOTIVATE-T2D additionally used wearable biofeedback (smartwatch with accelerometer and optical HR monitor) and data-sharing via an online coaching platform.
  • Primary feasibility outcomes were recruitment rate, retention and adherence to purposeful exercise; exploratory clinical outcomes were collected at baseline, 6 and 12 months, with HbA1c and systolic BP proposed as primary outcomes for a future full RCT. Adherence was measured by optical HR monitoring, lifestyle PA by GENEactive accelerometer, acceptability by qualitative interviews, and analysis used constrained longitudinal data analysis with CIs and minimal clinically important differences rather than p values.

Limitations

  • The paper states the study was not designed or powered to definitively assess efficacy or cost-effectiveness; there were demographic imbalances between groups; participant and researcher blinding was not possible; active control participants may not have worn the blinded HR monitor for all purposeful exercise sessions, potentially underestimating their device-derived exercise; and glucose-lowering medication was not regulated by a strict target-driven approach.
  • The text also makes evident small sample size and large variability in PA outcomes, missing outcome data (e.g., HbA1c available from 95%, 78% and 74% of participants at baseline, 6 and 12 months; systolic BP from 97%, 71% and 63%), and country differences in data availability, including lower HbA1c and blood lipid data availability in Canada.
  • The authors note that findings should be considered preliminary and encouraging trends require confirmation in a larger, adequately powered RCT.

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

Integrity signals

Registry

Crossref · 10.1136/bmjopen-2024-092260

Cites

61 of 61 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

21 of 60 cited sources checked · 9 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    An umbrella review found little evidence that physical activity trackers improve HbA1c in people with T2D.

    “An umbrella review found little evidence that PA trackers improve HbA1c in people with T2D.15”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [15] Ferguson, 2022, Effectiveness of wearable activity trackers to increase physical activity and improve health: a systematic review of systematic reviews and meta-analyses, Lancet Digit Health source

      The ‘Wearable activity trackers and physiological outcomes’ section says there was little evidence that tracker-based interventions significantly affected glycosylated haemoglobin (HbA1c); two of four meta-analyses found a small significant improvement. The passage does not establish that this HbA1c finding applies specifically to people with type 2 diabetes, so that population qualifier is not supported by our copy. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Premisecitation

    Qualitative data suggests such remote feedback may encourage adherence to a physical activity programme, through enhanced relatedness between patients and health professionals.

    “Qualitative data suggests such remote feedback may encourage adherence to a PA programme, through enhanced relatedness between patients and health professionals.19”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [19] Bannell, 2023, Adherence to unsupervised exercise in sedentary individuals: A randomised feasibility trial of two mobile health interventions, Digit Health source
  • Premisecitation

    The effects of increasing physical activity via the use of physical activity trackers on outcomes relevant to the clinical management of T2D are unclear.

    “However, the effects of increasing PA via the use of PA trackers on outcomes relevant to the clinical management of T2D are unclear.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [15] Ferguson, 2022, Effectiveness of wearable activity trackers to increase physical activity and improve health: a systematic review of systematic reviews and meta-analyses, Lancet Digit Health source
  • Premisecitation

    People with T2D tend to exhibit lower levels of physical activity compared with people who do not have diabetes.

    “However, people with T2D tend to exhibit lower levels of PA compared with people who do not have diabetes.6 7”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [6] source

      The Results (p. 4) report that 39% of adults with diabetes were physically active, compared with 58% of adults without diabetes. However, the ascertainment section (p. 3) says the study did not distinguish type 2 from type 1 diabetes, so the comparison was not measured specifically for people with T2D. (LLM, conf=0.86)

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

    Previous reports have cited issues with using accelerometers to assess non-ambulatory activity such as cycling and resistance exercise.

    “Previous reports have also cited issues with using accelerometers to assess non-ambulatory activity (eg, cycling and resistance exercise), which may be promoted through purposeful exercise programmes.19”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [19] Bannell, 2023, Adherence to unsupervised exercise in sedentary individuals: A randomised feasibility trial of two mobile health interventions, Digit Health source
  • Classified as probably not a substantial claim. 36
  • May combine two claims. 23
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Wearable technologies incorporating physical activity trackers have become popular to promote behaviour change in long-term conditions such as T2D.

    “Recently, wearable technologies incorporating PA trackers have become popular to promote behaviour change in long-term conditions such as T2D.11”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [11] Afshin, 2016, Information Technology and Lifestyle: A Systematic Evaluation of Internet and Mobile Interventions for Improving Diet, Physical Activity, Obesity, Tobacco, and Alcohol Use, JAHA source

      The Results > Physical Activity section describes pedometers and accelerometers used to promote physical activity, often alongside behaviour-change techniques, and reports positive effects in many studies (page unavailable). It does not establish that wearable trackers had become popular or that these interventions were used specifically in people with long-term conditions such as T2D. (LLM, conf=0.86)

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

    Premisecitation

    Generic targets based on broad classifications of intensity are effective at encouraging general lifestyle physical activity, but the one-size-fits-all approach does not provide personalised formative feedback.

    “Generic targets based on such broad classifications of intensity are effective at encouraging general lifestyle PA, but the one-size-fits-all approach does not provide personalised formative feedback.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [18] Carbonell-Hernández, 2020, Lack of Correlation between Accelerometers and Heart-Rate Monitorization during Exercise Session in Older Adults, Int J Environ Res Public Health source

      The Discussion (page not supplied) says standard accelerometer cut-offs may miss differences in older adults’ functional ability and calls for more specific cut-offs, supporting the concern about a one-size-fits-all approach. The paper does not establish that generic intensity targets encourage lifestyle physical activity or assess whether they provide personalised formative feedback. (LLM, conf=0.79)

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

    Premisecitation

    Previous work suggests real-time heart rate biofeedback facilitates purposeful exercise by helping participants work at an intensity most likely to elicit health changes, fostering self-efficacy to engage through feelings of competence.

    “Previous work suggests real-time HR biofeedback facilitates purposeful exercise by helping participants work at an intensity most likely to elicit health changes, fostering self-efficacy to engage through feelings of competence.19”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [19] Bannell, 2023, Adherence to unsupervised exercise in sedentary individuals: A randomised feasibility trial of two mobile health interventions, Digit Health source

      The Discussion (Intervention feasibility; page unavailable) says live HR data can help participants exercise at an intensity likely to elicit health changes and develop autonomous motivation through feelings of competence. It does not attribute increased self-efficacy to HR feedback; its separate hypothesis about participant confidence concerns the relationship with the exercise specialist. (LLM, conf=0.86)

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

    Premisecitation

    Pedometers and accelerometers that provide biofeedback on ambulatory physical activity have been used as tools for self-monitoring or alongside more complex behavioural interventions.

    “In particular, pedometers and accelerometers that provide biofeedback on ambulatory PA have been used as tools for self-monitoring or alongside more complex behavioural interventions.12”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [12] Hodkinson, 2019, Accelerometer- and Pedometer-Based Physical Activity Interventions Among Adults With Cardiometabolic Conditions: A Systematic Review and Meta-analysis, JAMA Netw Open source
  • May combine two claims.

    Premisecitation

    Use of physical activity trackers has been associated with increased physical activity in people with T2D, which can be maintained for up to 12 months.

    “Use of PA trackers has been associated with increased PA in people with T2D,13 which can be maintained for up to 12 months.14”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [13] source
    • cites [14] Andrews, 2011, Diet or diet plus physical activity versus usual care in patients with newly diagnosed type 2 diabetes: the Early ACTID randomised controlled trial, The Lancet source
  • May combine two claims.

    Interpretationreasoning

    Participants cannot use generic intensity targets to optimise intensity during purposeful exercise, which may be crucial for improving glycaemic control.

    “Therefore, participants cannot use these targets to optimise intensity during purposeful exercise,18 which may be crucial for improving glycaemic control.4”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [18] Carbonell-Hernández, 2020, Lack of Correlation between Accelerometers and Heart-Rate Monitorization during Exercise Session in Older Adults, Int J Environ Res Public Health source

      The Discussion (page unavailable) says accelerometers inadequately assess some exercise sessions in older adults and calls for intensity cut-offs tailored to functional ability and exercise type. This supports a limitation of generic accelerometer targets, but not the broader claim that participants generally cannot use generic intensity targets to optimise exercise. The glycaemic-control clause is attached to a different citation and is not judged here. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
    • cites [4] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The trial is reported in accordance with the CONSORT extension for pilot trials.

    “The trial is reported in accordance with the Consolidated Standards of Reporting Trials (CONSORT) extension for pilot trials.23”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [23] Eldridge, 2016, CONSORT 2010 statement: extension to randomised pilot and feasibility trials, BMJ source
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    CIs and minimal clinically important differences (MCIDs) are presented to suggest plausible evidence of effect for respective study arms.

    “CIs and minimal clinically important differences (MCIDs) are presented to suggest plausible evidence of effect for respective study arms.34 35”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [34] source
    • cites [35] source

      The Results (Descriptive results; page unavailable) present 95% CIs, but they are for the sensitivity, specificity, and positive predictive value of claims-based measures. The Methods (Statistical analysis; page unavailable) describe a comparison with registry data, not effects in study arms. Our copy does not report MCIDs or use CIs to suggest evidence of treatment effect. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim.

    Premisecitation

    Lee et al. and Bell et al. suggest using confidence intervals and the minimal clinically important difference to interpret feasibility trials.

    “Lee et al35 and Bell et al34 suggest using CIs and the MCID to interpret feasibility trials.”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [35] source

      The Results (Descriptive results; page unavailable) report confidence intervals for measures of bone-metastasis identification, not guidance on interpreting feasibility trials. The Discussion (page unavailable) addresses improving claims-based measures. Searches for feasibility trials, MCID, and Lee and Bell found no passage addressing the attributed recommendation. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
    • cites [34] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    MOTIVATE-T2D had a higher proportion of participants with education to a further level compared with active control.

    “Compared with active control, MOTIVATE-T2D included a higher proportion of participants with education to a further level and a lower proportion of participants who were single and living alone.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Demographics were influenced by recruitment strategy, with third-party online recruitment services recruiting more young people in full-time employment with education to higher level, but a more ethnically diverse population.

    “Demographics were also influenced by recruitment strategy (online supplemental eTable 2), with third-party online recruitment services recruiting more young people in full-time employment with education to higher level, but a more ethnically diverse population.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Of the 596 potential participants, 321 (54%) were excluded, 140 (23%) had no further contact, and 10 (2%) did not wish to take part.

    “of which n=321 (54% of those who initially enquired) were excluded, 140 (23%) had no further contact and 10 (2%) did not wish to take part”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    GP database searches were responsible for 94 expressions of interest and 44 participants randomised (47% of those who initially enquired), compared with third-party recruitment services, which were responsible for 327 expressions of interest and 38 participants randomised (12% of those who initially enquired).

    “For example, GP database searches were responsible for 94 expressions of interest and 44 participants randomised (47% of those who initially enquired), compared with third-party recruitment services, which were responsible for 327 expressions of interest and 38 participants randomised (12% of those who initially enquired).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    MOTIVATE-T2D had a lower proportion of participants who were single and living alone compared with active control.

    “Compared with active control, MOTIVATE-T2D included a higher proportion of participants with education to a further level and a lower proportion of participants who were single and living alone.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    125 participants were randomised: 61 to MOTIVATE-T2D and 64 to active control; 62 in the UK and 63 in Canada.

    “resulting in 125 participants (93% of eligible participants) randomised (MOTIVATE-T2D 61, active control 64; UK 62, Canada 63).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    At 6 months, changes to glucose-lowering medication were seen in 10 active control participants.

    “At 6 months, changes to glucose-lowering medication were seen in 10 active control (one stopped a medication, one started a new medication, five decreased dose and three increased dose) and 13 MOTIVATE-T2D (three stopped a medication, one started a new medication, four decreased dose and five increased dose) participants.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The ability to track and monitor behaviour through the technology was viewed as an enabler.

    “Finally, the ability to track and monitor behaviour through the technology was viewed as an enabler.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Between January 2021 and December 2021, 596 potential participants expressed an interest in the trial.

    “Between January 2021 and December 2021, n=596 potential participants expressed an interest in the trial”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The achieved retention rate exceeded the predetermined progression criterion, with 82% of participants retained at 12 months (criterion >80%).

    “The achieved recruitment and retention rates exceeded the predetermined progression criteria for the trial, with 93% of eligible people approached being randomised (criterion: >20%) and 82% of participants retained at 12 months (criterion: >80%).24”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The actual recruitment rate was 10.4 participants per month, which was in line with the forecast of 10 participants per month.

    “The actual recruitment rate of 10.4 participants per month was in line with the forecast of 10 participants per month.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The MOTIVATE-T2D intervention is feasible and acceptable in people with recently diagnosed type 2 diabetes.

    “the findings of this feasibility trial indicate that the MOTIVATE-T2D intervention is feasible and acceptable”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Increasing physical activity, both through purposeful exercise and unstructured lifestyle behaviours, is fundamental to the initial treatment of type 2 diabetes and recommended in international guidelines.

    “Increasing physical activity (PA), both through purposeful exercise and unstructured lifestyle behaviours is fundamental to the initial treatment of type 2 diabetes (T2D) and recommended in international guidelines.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] source
  • May combine two claims.

    Premisecitation

    Heart rate is the most accurate way to track the body's response to physical activity, providing real-time objective personalised data that accounts for age, body mass and fitness level.

    “HR is the most accurate way to track the body’s response to PA, providing real-time objective personalised data that accounts for age, body mass and fitness level.20”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [20] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    All participants provided written informed consent.

    “All participants provided written informed consent.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given

    Effect estimates are based on intention-to-treat analyses and included all participants that had a baseline or a follow-up value.

    “Effect estimates are based on intention to treat analyses and included all participants that had a baseline or a follow-up value.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    The MOTIVATE-T2D intervention was designed to combine accelerometery and heart rate monitoring as the most effective biofeedback tools to facilitate home-based physical activity, promoting both lifestyle physical activity and purposeful exercise of moderate-to-vigorous intensities known to influence clinical outcomes.

    “The Mobile Health Biometrics to Enhance Exercise and Physical Activity Adherence in Type 2 Diabetes (MOTIVATE-T2D) intervention was designed to combine accelerometery and HR monitoring as the most effective biofeedback tools to facilitate home-based PA, promoting both lifestyle PA and purposeful exercise of moderate-to-vigorous intensities known to influence clinical outcomes.4”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [4] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The statistician undertaking the data analysis was blinded to treatment allocation.

    “However, the statistician undertaking the data analysis was blinded to treatment allocation (blinded analytic assessment).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Randomisation was stratified by centre (UK or Canada), sex (male or female) and age (40-60 or 61-75 years) and was administered using a computer-generated random allocation sequence, created and administered by the Centre for Advancing Health Outcomes.

    “Randomisation was stratified by the centre (UK or Canada), sex (male or female) and age (40–60 or 61–75 years) and was administered using a computer-generated random allocation sequence, created and administered by the Centre for Advancing Health Outcomes.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    More intense domains and/or purposeful exercise are crucial for improving glycaemic control.

    “It has been hypothesised that these findings are due to PA trackers promoting low-intensity lifestyle PA (ie, accrual of PA through everyday activities) rather than more intense domains and/or purposeful exercise,14 crucial for improving glycaemic control.4 16”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [4] source
    • cites [16] source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The trial conforms with the principles outlined in the Declaration of Helsinki and was approved by the South East Scotland Research Ethics Committee 01 and the Clinical Research Ethics Board of the University of British Columbia.

    “The trial conforms with the principles outlined in the Declaration of Helsinki and was approved in the UK by the South East Scotland Research Ethics Committee 01 (20/SS/0101) and in Canada by the Clinical Research Ethics Board of the University of British Columbia (H20-01936).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Intensity categories are delineated using threshold values derived from calibration studies that examine the association between movement acceleration and energy expenditure.

    “Intensity categories are delineated using threshold values derived from calibration studies, which examine the association between movement acceleration and energy expenditure.17”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17] Hildebrand, 2017, Evaluation of raw acceleration sedentary thresholds in children and adults, Scandinavian Med Sci Sports source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Participant semi-structured interviews were conducted by BJRB, SCP and JJ, who were not otherwise involved in the intervention or study delivery.

    “Participant semi-structured interviews were conducted by BJRB, SCP and JJ, who were not otherwise involved in the intervention or study delivery.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Patients were involved in the oversight of trial progress and conduct via representation at periodic Trial Delivery Group and Trial Steering Group meetings.

    “Patients were involved in the oversight of trial progress and conduct via representation at periodic Trial Delivery Group and Trial Steering Group meetings.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    UK and Canadian assessment of blood lipids was conducted as planned by the Exeter Clinical Laboratory.

    “UK and Canadian assessment of blood lipids was conducted as planned by the Exeter Clinical Laboratory.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductnone given

    The trial used a decentralised design where outcomes were measured using remote 'home-based' solutions.

    “The trial used a decentralised design where outcomes were measured using remote ‘home-based’ solutions.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Transcripts were analysed using a deductive coding and thematic analysis approach by experienced qualitative researchers.

    “Transcripts were analysed using a deductive coding and thematic analysis approach by experienced qualitative researchers (SCP, JJ and MEJ),36 using NVivo 12TM software and will be fully reported elsewhere.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [36] Leavy P . The Oxford Handbook of Qualitative Research. USA: Oxford University Press, 2014. source
  • Classified as probably not a substantial claim.

    Premisecitation

    The time spent in activity intensities was established using published thresholds.

    “The time spent in activity intensities was established using published thresholds.27”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [27] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    Given the feasibility nature of the trial, p values were not reported for the comparison of outcomes to baseline or between groups.

    “Given the feasibility nature of this trial, we do not report p values for the comparison of outcomes to baseline or between groups.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    A blinded Polar Verity Sense was provided to active control participants for the duration of the trial.

    “A blinded Polar Verity Sense (Polar Electro, Finland) was provided to active control participants for the duration of the trial.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Wear time did not seem to influence baseline data or between-group differences.

    “However, wear time did not seem to influence baseline data or between-group differences (online supplemental eTables 17 and 18).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The protocol deviation was that Canadian HbA1c was assessed by the University of British Columbia research team using an Afinion 2 point-of-care analyzer due to logistical challenges with shipping, whereas the original protocol suggested HbA1c would be analysed by the Exeter Clinical Laboratory for the UK and Canadian samples.

    “Protocol deviation: the original protocol suggested HbA1c would be analysed by the Exeter Clinical Laboratory for the UK and Canadian samples. Due to logistical challenges with shipping, Canadian HbA1c was assessed by the University of British Columbia research team, using an Afinion 2 point-of-care analyzer (Alere Technologies, Oslo, Norway).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Study site appeared to influence data availability, with UK participants having higher availability of blood lipids and questionnaires, but worse availability of CGM.

    “Study site also appeared to influence data availability, with UK participants having higher availability of blood lipids and questionnaires, but worse availability of CGM (online supplemental eTables 12–14).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Attendance at exercise counselling meetings was high (>80%) with little difference between groups.

    “attendance at exercise counselling meetings was high (>80%) with little difference between groups (online supplemental eTable 19).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Patient representatives provided opinions on the protocol and patient-facing documentation during the set-up of the trial.

    “Our patient representatives also provided opinions on the protocol and patient-facing documentation (eg, participant information sheet) during the set-up of the trial.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Interviews were planned with a purposeful sampling framework, considering gender, age and country.

    “Interviews were planned with a purposeful sampling framework, considering gender, age and country.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    The difficulty interpreting physical activity data potentially reflects the challenges of using accelerometers to assess an intervention which encourages participation in purposeful exercise alongside ambulatory physical activity.

    “The difficulty interpreting the PA data potentially reflects the challenges of using accelerometers to assess an intervention which encourages participation in purposeful exercise alongside ambulatory PA.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    It is not known whether active control participants wore the blinded heart rate monitor for all purposeful exercise sessions.

    “it is not known if active control participants wore the blinded HR monitor for all purposeful exercise sessions”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Social connectedness has been shown to be an important determinant of long-term adherence.

    “Future iterations could also look to introduce more social interactions to the intervention, as social connectedness has been shown to be an important determinant of long-term adherence.39 40”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites 39 40

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

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Based on HbA1c as the primary outcome, a full trial comparing MOTIVATE-T2D versus active control would require the recruitment of 586 participants with recently diagnosed type 2 diabetes.

    “Based on HbA1c as the primary outcome, a full trial comparing MOTIVATE-T2D versus active control would require the recruitment of 586 participants with recently diagnosed T2D.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    It is difficult to compare the current data with previous trials where purposeful exercise has been performed unsupervised in people with T2D, because adherence data are rarely collected throughout interventions and existing evidence has employed a variety of measurement methods.

    “It is difficult to compare the current data with previous trials where purposeful exercise has been performed unsupervised in people with T2D, as adherence data are rarely collected throughout interventions, and existing evidence has employed a variety of measurement methods.4 10”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [4] source
    • cites [10] MacDonald, 2021, A systematic review of adherence to physical activity interventions in individuals with type 2 diabetes, Diabetes Metab Res Rev source
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    HbA1c and systolic blood pressure are likely to be primary outcomes in a future randomised controlled trial.

    “Therefore, HbA1c and systolic blood pressure are likely to be primary outcomes in a future RCT.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    It is difficult to compare the between-group differences in HbA1c and systolic blood pressure to previous research because most randomised controlled trials use usual care control groups rather than the contact-matched active control group used in the current study.

    “It is difficult to compare the between-group differences in HbA1c and systolic blood pressure to previous research as most RCTs use usual care control groups rather than the contact-matched active control group in the current study.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Most randomised controlled trials use usual care control groups rather than contact-matched active control groups.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    The lack of a strict target-driven approach to glucose-lowering medication regulation may have influenced outcomes.

    “the study did not employ a strict target-driven approach to the regulation of glucose-lowering medication, which may have influenced outcomes.63”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [63] Ried-Larsen, 2018, Why prescribe exercise as therapy in type 2 diabetes? We have a pill for that!, Diabetes Metab Res Rev source
53 of 53
  • The paper relies on this without support.

    The observed recruitment rate of 93% and retention of 82% are sufficient to support the feasibility of a future definitive trial.

    “Our findings support the feasibility of delivering the MOTIVATE-T2D mHealth-supported PA intervention for people with recently diagnosed T2D and progression to a full RCT to examine its clinical and cost-effectiveness.”
  • The paper relies on this without support.

    Cardiac rehabilitation is a comparable intervention commissioned by health services globally, using a combination of supervised and unsupervised purposeful exercise to promote secondary prevention in people who have had an acute coronary event or heart failure.

    “A comparable intervention commissioned by health services globally, where adherence data is available, could be cardiac rehabilitation which uses a combination of supervised and unsupervised purposeful exercise to promote secondary prevention in people who have had an acute coronary event or heart failure.”
  • The paper relies on this without support.

    Optical heart rate monitor measurements accurately reflect participants' exercise behaviour.

    “participants in the MOTIVATE-T2D group exercised, measured via optical HR monitor, more regularly than active control during the 6month-intervention period and the 6- to 12-month follow-up (table 5).”
  • The paper relies on this without support.

    During study planning, there were no services that could process capillary blood samples in Canada.

    “During study planning, there were no services that could process capillary blood samples in Canada.”
  • The paper relies on this without support.

    Most randomised controlled trials use usual care control groups rather than contact-matched active control groups.

    “as most RCTs use usual care control groups rather than the contact-matched active control group in the current study.”
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?

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.

  • MOTIVATE-T2D exercise adherence is reported as both 83% and 78%

    Major

    Table 5 reports mean adherence to prescribed exercise of 83% for MOTIVATE-T2D, but the discussion describes adherence measured as prescribed sessions attended as 78%.

  • Abstract gives a different 12-month HbA1c confidence interval

    Minor

    The abstract reports a 12-month between-group HbA1c confidence interval of −8 to −4, whereas Table 3 reports −8 to 4. The abstract's interval also excludes its reported estimate of −2, changing the apparent interpretation of this proposed primary outcome.

2 of 2

Cited works that were retracted

Works this paper cites that were later retracted, from the retraction notices publishers deposit. Major when the notice came out before this paper was published.

  • Cites a retracted work: 10.1001/jamanetworkopen.2019.12895

    Major

    The cited work was retracted on 2020-12-18 (notice 10.1001/jamanetworkopen.2020.32700), before this paper was published (2025-03). Its authors could have known.

    Cited work 10.1001/jamanetworkopen.2019.12895 · retracted 2020-12-18 · notice 10.1001/jamanetworkopen.2020.32700 · this paper published 2025-03

1 of 1

Cites

1 retracted

Flagged first, then by citations

Research works printed but not linked: 2

  1. Diana Sherifali, 2018, Diabetes Canada clinical practice guidelines expert committee, Can J Diabetes, 42, S6
  2. A remotely accessible ecological momentary assessment and actigraphy system for als research. 2023 IEEE International Conference on Digital Health (ICDH): IEEE; 2023

Cited by

Sorted by citations

Authors
Hesketh, K., Low, J., Andrews, R., Blitz, S., Buckley, B., Falkenhain, K., Job, J., Jones, C. A., Jones, H., Jung, M. E., Little, J., Mateus, C., Percival, S. L., Pulsford, R., Russon, C. L., Singer, J., Sprung, V. S., McManus, A. M., & Cocks, M.
Affiliations
  • Liverpool John Moores University (GB)
  • University of British Columbia (CA)
  • University of Exeter (GB)
  • Centre for Advancing Health Outcomes (CA)
  • University of Liverpool (GB)
  • Pennington Biomedical Research Center (US)
  • Health Economics, Division of Health Research, Lancaster University, Lancaster, UK
Corresponding author
Cocks, Matthew
Venue
BMJ Open
Publisher
BMJ
Published
2025-03
Volume
15
Issue
3
Pages
e092260
ISSN
2044-6055 (ISSN-L)
OpenAlex
W4408857868
Cited by
9
References
61
Citations by year
2026: 7 · 2025: 2
FWCI
10.90
Type
journal article
Language
en
Open access
Locations
  • BMJ Open (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Liverpool John Moores University (acceptedVersion)
  • PubMed Central (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Lancaster EPrints (Lancaster University) (submittedVersion, cc-by)
  • University of Birmingham Research Portal (University of Birmingham) (submittedVersion, other-oa)
Funders
  • Canadian Institute for Health Research (UCD–170587)
  • Medical Research Council (MR/T032189/1)
Topics
  • Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
  • Health Sciences › Medicine › Physiology › Physical Activity and Health
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
Keywords
type 2 diabetes, mobile health, physical activity adherence, exercise adherence, wearable devices, biofeedback, HbA1c, systolic blood pressure, recruitment and retention, co-design, early detection of diabetes, trial feasibility, generalizability of trial results
MeSH terms
Adult, Aged, Canada, Diabetes Mellitus, Type 2, Feasibility Studies, Female, United Kingdom, Glycated Hemoglobin, Humans, Male, Middle Aged, Motivation, Patient Compliance, Exercise, Telemedicine

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.

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