References

Engagement with consumer smartwatches for tracking symptoms of individuals living with multiple long-term conditions (multimorbidity): a longitudinal observational study

10.1177/26335565211062791 · External reference

Association of longitudinal activity measures and diabetes risk: an analysis from the National Institutes of Health All of Us Research Program

10.1210/clinem/dgac695 · External reference

From wearable sensor data to digital biomarker development: ten lessons learned and a framework proposal

10.1038/s41746-024-01151-3 · External reference

Enrollment and retention of participants in remote digital health studies: scoping review and framework proposal

10.2196/39910 · External reference

Engagement and participant experiences with consumer smartwatches for health research: longitudinal, observational feasibility study

10.2196/14368 · External reference

Identification of key factors related to digital health observational study adherence and retention by data-driven approaches: an exploratory secondary analysis of two prospective longitudinal studies

10.1016/s2589-7500(24)00219-x · External reference

Indicators of retention in remote digital health studies: a cross-study evaluation of 100,000 participants

10.1038/s41746-020-0224-8 · External reference

Challenges in participant engagement and retention using mobile health apps: literature review

10.2196/35120 · External reference

Physical activity, sleep and cardiovascular health data for 50,000 individuals from the Myheart Counts Study

10.1038/s41597-019-0016-7 · External reference

The engagement problem: a review of engagement with digital mental health interventions and recommendations for a path forward

10.1007/s40501-023-00297-3 · External reference

Theories of behaviour and behaviour change across the social and behavioural sciences: a scoping review

10.1080/17437199.2014.941722 · External reference

Framing financial incentives to increase physical activity among overweight and obese adults: a randomized, controlled trial

10.7326/m15-1635 · External reference

Barriers to and facilitators for using nutrition apps: systematic review and conceptual framework

10.2196/20037 · External reference

Feedback and efficient behavior

10.1371/journal.pone.0175738 · External reference

Changing health behaviors using financial incentives: a review from behavioral economics

10.1186/s12889-019-7407-8 · External reference

Effectiveness of mobile applications on medication adherence in adults with chronic diseases: a systematic review and meta-analysis

10.18553/jmcp.2020.26.4.550 · External reference

Digital behavior change intervention designs for habit formation: systematic review

10.2196/54375 · External reference

A digital intervention using daily financial incentives to increase medication adherence in severe mental illness: single-arm longitudinal pilot study

10.2196/37184 · External reference

A behavioral economics-based telehealth intervention to improve aspirin adherence following hospitalization for acute coronary syndrome

10.1002/pds.4988 · External reference

Prospect theory’s loss aversion is robust to stake size

10.1017/jdm.2023.2 · External reference

Prospect theory: an analysis of decision under risk

10.2307/1914185 · External reference

Validation of the theoretical domains framework for use in behaviour change and implementation research

10.1186/1748-5908-7-37 · External reference

The behaviour change wheel: a new method for characterising and designing behaviour change interventions

10.1186/1748-5908-6-42 · External reference

The effects of feedback on adherence to treatment: a systematic review and meta-analysis of RCTs

10.1016/j.amepre.2017.03.005 · External reference

Development of an online tool for linking behavior change techniques and mechanisms of action based on triangulation of findings from literature synthesis and expert consensus

10.1093/tbm/ibaa050 · External reference

Promoting habit formation

10.1080/17437199.2011.603640 · External reference

How are habits formed: modelling habit formation in the real world

10.1002/ejsp.674 · External reference

Making health habitual: the psychology of ‘habit-formation’ and general practice

10.3399/bjgp12x659466 · External reference

SPIRIT 2013 statement: defining standard protocol items for clinical trials

10.7326/0003-4819-158-3-201302050-00583 · External reference

10.64898/2026.03.11.26348172

10.64898/2026.03.11.26348172 · External reference

Efficacy of contextually tailored suggestions for physical activity: a micro-randomized optimization trial of HeartSteps

10.1093/abm/kay067 · External reference

The microrandomized trial for developing digital interventions: experimental design and data analysis considerations

10.1037/met0000283 · External reference

Optimizing digital integrated care via micro‐randomized trials

10.1002/cpt.1079 · External reference

Microrandomized trials: an experimental design for developing just-in-time adaptive interventions

10.1037/hea0000305 · External reference

Unresolved reference

External reference

Loss‐framed financial incentives and personalized goal‐setting to increase physical activity among ischemic heart disease patients using wearable devices: the ACTIVE REWARD randomized trial

10.1161/jaha.118.009173 · External reference

More than a text message: dismantling digital triggers to curate behavior change in patient-centered health interventions

10.2196/jmir.7463 · External reference

To prompt or not to prompt? A microrandomized trial of time-varying push notifications to increase proximal engagement with a mobile health app

10.2196/10123 · External reference

Notifications to improve engagement with an alcohol reduction app: protocol for a micro-randomized trial

10.2196/18690 · External reference

Stability of the timing of food intake at daily and monthly timescales in young adults

10.1038/s41598-020-77851-z · External reference

Unresolved reference

External reference

Social exclusion and effectiveness of self-benefit versus other-benefit marketing appeals for eco-friendly products

10.3390/su13095034 · External reference

Sample size considerations for micro-randomized trials with binary proximal outcomes

10.1002/sim.9748 · External reference

Linear mixed models with endogenous covariates: modeling sequential treatment effects with application to a mobile health study

10.1214/19-sts720 · External reference

Comparing self-monitoring strategies for weight loss in a smartphone app: randomized controlled trial

10.2196/12209 · External reference

Adherence to self-monitoring healthy lifestyle behaviours through mobile phone-based ecological momentary assessments and photographic food records over 6 months in mostly ethnic minority mothers

10.1017/s1368980017003044 · External reference

How notifications affect engagement with a behavior change app: results from a micro-randomized trial

10.2196/38342 · External reference

Multiplicity considerations in the design and analysis of clinical trials

10.2307/2983471 · External reference

Unresolved reference

External reference

Tailored prompting to improve adherence to image-based dietary assessment: mixed methods study

10.2196/52074 · External reference

The SMARTER trial: design of a trial testing tailored mHealth feedback to impact self-monitoring of diet, physical activity, and weight

10.1016/j.cct.2020.105958 · External reference