Cardiovascular DiseasesNADI-MHRNCT07879144
Digital Nudges to Improve Heart Health Actions After Community Screening in Malaysia (NADI-MyHeartRisk)
A study testing Personalised Digital Behavioural Nudges (NADI-MyHeartRisk Enhanced Pathway) in people with Cardiovascular Diseases and Cardiovascular Risk Factor, run by Cardiovascular Advancement and Research Excellence Institute at 2 sites in Malaysia.
Trial summary
This is a pragmatic, risk-stratified, individually randomized controlled trial testing whether personalised WhatsApp-based digital behavioural nudges can improve completion of cardiovascular preventive actions after community risk screening at NADI centres in Malaysia. Read more about this study
- Who is it for?
- Ages 18 years and olderHealthy volunteers can take part
- Conditions the study is for
- Cardiovascular Diseases, Cardiovascular Risk Factor
- What is being tested?
- Personalised Digital Behavioural Nudges (NADI-MyHeartRisk Enhanced Pathway)
- Type of treatment
- Lifestyle or therapy programme
- Could I receive a placebo?
- No, everyone receives an active treatment
- How many people
- 6,588 participants
- Where
- 2 sitesMalaysia
- Study dates
- 20 Oct 2026to 30 Sep 2027
- Phase
- Interventional
Key requirements
Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.
- Ages 18 years and older
- All sexes
- Healthy volunteers accepted
- Adult, Older adult
Who may be able to join
- Malaysian citizens
- Aged 18 years or older
- Classified as moderate (≥ 10% to < 20%) or high (≥ 20%) cardiovascular risk by the Framingham Risk Score within the MyHeartRisk platform.
- Participants classified as high risk without calculation of an FRS, within the high-risk stratum:
- established atherosclerotic cardiovascular disease
- diabetes mellitus with proteinuria or with a major risk factor such as smoking, hypertension or dyslipidaemia
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- ≥Stage 4 CKD
- Able to provide their own or consenting carer/next-of-kin mobile number for follow-up
- Has a WhatsApp-capable mobile phone (own or consenting carer/next of kin)
- Willing to be contacted at Day 30 and Day 90 for study-related follow-up and outcome assessment.
- Able to provide minimum required cardiovascular risk data, including age, sex, blood pressure, and smoking status
- Able to provide informed consent in Bahasa Malaysia or English
Who cannot join
- Unable to provide minimum required data fields for MyHeartRisk calculation
- No reliable contact number available for any form of follow-up
- Acutely unwell at time of screening and requires immediate medical attention (these individuals should be directed to emergency services without delay).
- Unable to understand study procedures and behavioural nudges in Bahasa Malaysia or English
Trial locations and contacts
2 sites in 1 country. Contact the study team or a site near you to ask about taking part.
Malaysia2 sites
National Information Dissemination Centre (NADI) and Malaysian Communications and Multimedia Commission (MCMC)
Cyberjaya, Selangor, 63000
Cardiovascular Advancement Research Excellence Institute (CARE Institute)
Sungai Buloh, Selangor, 47000
Suraya Abdul-Razak, +60123331912, suraya617@uitm.edu.my
Sazzli Shahlan Kasim
About this study
Official title: Personalised Digital Behavioural Nudges to Improve Cardiovascular Preventive Action After Community Risk Screening in Malaysia: Protocol for the NADI-MyHeartRisk Randomised Trial
This is a pragmatic, risk-stratified, individually randomized controlled trial testing whether personalised WhatsApp-based digital behavioural nudges can improve completion of cardiovascular preventive actions after community risk screening at NADI centres in Malaysia.
Adults attending participating NADI centres will be screened using the MyHeartRisk web-based cardiovascular risk assessment tool. All screened participants will receive their risk result, standard risk explanation and general heart-health education. Participants classified as high cardiovascular risk will also receive a referral letter advising healthcare provider review.
Read more
Participants classified as moderate or high cardiovascular risk will be randomized 1:1 to either a personalised digital nudge arm or a no-nudge control arm. The nudge arm will receive scheduled WhatsApp messages over 90 days, including action prompts, reminders, engagement check-ins and barrier-solving messages. The control arm will receive standard risk feedback and referral-letter generation where indicated, but no scheduled behavioural nudges.
The primary outcome is completion of a risk-appropriate cardiovascular preventive action within 90 days. For moderate-risk participants, this may include completion of blood pressure, glucose or lipid checks, medication review, or healthcare provider review. For high-risk participants, this is attendance at a healthcare provider after receiving the MyHeartRisk referral letter. Low-risk participants will receive standard feedback and may be followed descriptively, but they will not be randomized or included in the primary randomized analysis.
Read the detailed description
Cardiovascular disease remains a major cause of preventable morbidity and mortality. Community-based cardiovascular risk screening can identify individuals at increased risk, but risk awareness alone may not lead to preventive action. This study evaluates whether a personalised digital behavioural-nudge pathway delivered after MyHeartRisk community screening can improve completion of risk-appropriate cardiovascular preventive actions within 90 days.
This is a pragmatic, risk-stratified, individually randomized, 2-group parallel controlled trial nested within routine NADI centre operations across Malaysia. Adults attending participating NADI centres will undergo MyHeartRisk cardiovascular risk screening. MyHeartRisk is a web-based cardiovascular risk assessment and risk communication platform used by trained NADI staff. Participants will be classified as low, moderate/intermediate, or high cardiovascular risk using the Framingham Risk Score-based trial classification.
All screened participants will receive their MyHeartRisk result, standard risk explanation and general heart-health education. Participants classified as high cardiovascular risk will also receive a MyHeartRisk referral letter advising healthcare provider review. Participants classified as low cardiovascular risk will not be randomized and will not contribute to the primary randomized effectiveness analysis. They may be followed descriptively as part of the implementation cohort.
Participants classified as moderate/intermediate or high cardiovascular risk will be randomized after risk classification and standard baseline risk feedback. Randomization will be performed centrally by the MyHeartRisk platform using a computer-generated allocation sequence. Allocation will be 1:1 between the personalised digital nudge arm and the no-nudge control arm. Randomization will be stratified by risk category and, where technically feasible, by NADI centre or region. If centre-level stratification is not feasible because of small numbers per centre, randomization will be stratified by risk category, with NADI centre included as a random effect in the analysis.
The target enrollment for the randomized trial component is 848 moderate/intermediate- or high-risk participants, allocated 1:1 to the personalised digital nudge arm and the no-nudge control arm. This enrollment target refers to the randomized trial population, not the wider NADI screening cohort. The wider NADI programme provides the operational screening pool from which eligible participants are identified. Across 1,098 NADI centres, the minimum operational target is one participant per centre per month over six months, giving 6,588 screened participants. Where feasible, centres may screen up to two participants per month, giving a stretch operational target of 13,176 screened participants. Low-risk participants may be followed descriptively but will not be included in the primary randomized analysis.
Participants in the personalised digital nudge arm will receive standard baseline care plus automated, risk-specific WhatsApp messages over 90 days. The intervention is grounded in the Behaviour Change Wheel and COM-B model. Messages are designed to support psychological capability through clear risk explanation and actionable next steps, opportunity through scheduled prompts and referral support, and motivation through engagement check-ins, reminders, action-planning prompts and barrier-solving messages. Active nudge contacts are scheduled in four structured cycles at Day 3, Day 5, Day 7, Day 14, Day 16, Day 18, Day 45, Day 47, Day 49, Day 60, Day 62, and Day 64.
Participants in the no-nudge control arm will receive standard baseline care only. This includes MyHeartRisk risk feedback, standard risk explanation, general heart-health education and referral letter generation for high-risk participants. They will not receive scheduled behavioural nudges, personalised prompts, action-planning messages, reminder messages or barrier-check messages during the 90-day follow-up period. No clinically indicated advice, referral or follow-up normally available outside the study is withheld from any participant in either arm, and participants may seek care at any time.
Both arms will receive neutral, standardized outcome-assessment messages at Day 30 and Day 90. These assessment messages are used for data collection only and will not contain behavioural advice, referral reminders, encouragement or personalised prompts. This is intended to reduce measurement bias and preserve the no-nudge comparison.
The primary outcome is completion of a prespecified, risk-appropriate cardiovascular preventive action within 90 days among randomized moderate/intermediate- and high-risk participants. For moderate/intermediate-risk participants, this includes completion of cardiovascular preventive health checks, such as blood pressure, glucose or lipid assessment, medication review, or healthcare provider review. For high-risk participants, this is attendance at a healthcare provider within 90 days after MyHeartRisk screening and referral letter generation. Only actions that take place after the MyHeartRisk screening visit count; measurements taken at the screening visit itself are excluded.
Outcome completion will be assessed using a pragmatic verification hierarchy that includes documentary evidence, healthcare provider or study-staff confirmation, participant self-report with supporting details, and participant self-report without supporting details. Submitting documentary evidence is optional, only the date, facility and action type are recorded, and declining does not affect participation. The primary analysis will follow the intention-to-treat principle and will use mixed-effects regression models accounting for centre-level clustering.
- Being tested
- Personalised Digital Behavioural Nudges (NADI-MyHeartRisk Enhanced Pathway)
- Keywords
- behavioural nudges, digital health, WhatsApp, community screening, cardiovascular risk, prevention, implementation science, referral completion, Malaysia, NADI, MyHeartRisk, pragmatic randomised trial, Health, Hypertension, cardiovascular disease, diabetes mellitus, Dyslipidemias
- Medical subject headings
- Cardiovascular Diseases, Hypertension, Diabetes Mellitus, Dyslipidemias
What participants receive
What participants receive. In a randomised study each person is assigned to one group by chance.
Personalised Digital Behavioural Nudges (NADI-MyHeartRisk Enhanced Pathway)Behavioural
A WhatsApp-delivered sequence of personalised, risk-stratified behavioural messages (action prompts, reminders, barrier-solving and engagement check-ins) developed using the Behaviour Change Wheel and COM-B model, delivered over 90 days following cardiovascular risk screening.
| Study group | Role | What they receive |
|---|---|---|
| Personalised Digital Nudge Arm | Experimental | Participants in this arm will receive standard MyHeartRisk baseline care plus personalised WhatsApp-based digital behavioural nudges over 90 days. Standard baseline care includes MyHeartRisk risk feedback, standard risk explanation, general heart-health education and, for high-risk participants, a MyHeartRisk referral letter advising healthcare provider review.
The personalised nudge intervention includes automated, risk-specific action prompts, reminders, engagement check-ins, action-planning prompts and barrier-solving messages. Active nudge contacts are scheduled in four structured cycles at Day 3, Day 5, Day 7; Day 14, Day 16, Day 18; Day 30, Day 45, Day 47, Day 49, Day 60, Day 62, Day 64 and Day 90. Neutral outcome-assessment messages are sent at Day 30 and Day 90; these are not nudge contacts. Receives: Behavioral: Personalised Digital Behavioural Nudges (NADI-MyHeartRisk Enhanced Pathway) |
| No-Nudge (Control) Arm | No intervention | Participants in this arm will receive standard MyHeartRisk baseline care only. Standard baseline care includes MyHeartRisk risk feedback, standard risk explanation, general heart-health education and, for high-risk participants, a MyHeartRisk referral letter advising healthcare provider review. Participants in the no-nudge control arm will not receive scheduled behavioural nudges, personalised prompts, action-planning messages, reminder messages or barrier-check messages during the 90-day follow-up period. Neutral outcome-assessment messages will be sent at Day 30 and Day 90 for data collection only. These messages will be identical in purpose to those sent to the personalised digital nudge arm and will not contain behavioural advice, referral reminders, encouragement or personalised prompts. Control participants are not deprived of any clinically indicated advice, referral or follow-up, and may seek care at any time. |
What is being measured
The primary outcome is the main question the study is designed to answer.
Number of Participants Completing a Risk-Appropriate Cardiovascular Preventive Action by Day 90
This is a single binary participant-level outcome (completed/not completed). Unit of measure: number of participants. No clinical measurement values are analysed, only completion of a qualifying healthcare-linked action is recorded. A participant is counted once if ≥1 qualifying action occurs within 90 days of screening, otherwise, they are not completed. Moderate-risk actions include BP, glucose/HbA1c or lipid assessment, cardiovascular prevention review, or medication review by a healthcare provider. High-risk completion requires attendance for cardiovascular risk assessment or follow-up after referral-letter generation. Both strata are combined into one outcome; baseline risk stratum is a covariate, not a separate outcome. Completion is verified through documentary evidence (Level 1), provider/clinic/staff confirmation (Level 2), or self-report with supporting details (Level 3). Level 4 self-report without supporting details. The primary analysis counts Levels 1 to 3 as completed.
Measured: Within 90 days after MyHeartRisk screening
Secondary outcomes (17)
Referral completion among high-risk participants
Referral completion is defined as attendance at an eligible healthcare provider within 90 days of MyHeartRisk screening and referral-letter generation for cardiovascular risk assessment or follow-up. Medication initiation or a new diagnosis is not required for completion.
Measured: Within 90 days after MyHeartRisk screening
Preventive health-check completion among moderate-risk participants
This is a single binary participant-level outcome (completed/not completed). Unit of measure: number of participants. Unit of measure: number of participants.
No clinical measurement values are analysed for this outcome. Blood pressure, blood glucose, HbA1c and lipid results are not reported as values; only whether a qualifying healthcare-linked action took place.
A participant is counted as completed if at least one qualifying action occurred within 90 days of MyHeartRisk screening, and as not completed if none occurred. Where a participant completes more than one qualifying action, the participant is counted once.
Qualifying actions are defined by the participant's baseline risk stratum. Moderate risk: at least one of blood pressure assessment, blood glucose assessment (fasting, random, or HbA1c), lipid assessment, healthcare provider review for cardiovascular risk assessment or prevention, or medication review by a healthcare provider for a cardiovascular risk-related indication.
Measured: Within 90 days after MyHeartRisk screening
Completion of the primary outcome by Day 30
Day-30 primary-outcome completion is defined using the same prespecified risk-appropriate criteria as the primary outcome, but assessed by Day 30, at least one qualifying preventive action for moderate-risk participants or healthcare-provider review after referral for high-risk participants. Completion is classified as yes/no based on the action occurring within 30 days of screening.
Measured: Within 30 days after MyHeartRisk screening
Time from screening to first completed risk-appropriate preventive action
Time to action is the number of days from the MyHeartRisk screening date to the participant's first completed qualifying risk-appropriate preventive action. Where more than one qualifying action occurs, only the first is used for this time-to-action measure.
Measured: Up to 90 days after MyHeartRisk screening
Appointment booking rate by Day 30
Percentage of randomised participants who booked an appointment for the relevant healthcare review or preventive action by Day 30, regardless of whether the appointment has been attended. Unit of measure: percentage of participants.
Measured: Within 30 days after MyHeartRisk screening
Appointment booking rate by Day 90
Percentage of randomised participants who booked an appointment for the relevant healthcare review or preventive action by Day 90, regardless of whether the appointment has been attended. An appointment scheduled after Day 90 is recorded as a booking but does not count as Day-90 action completion. Unit of measure: percentage of participants
Measured: Within 90 days after MyHeartRisk screening
Nudge message delivery rate
Percentage of scheduled nudge messages successfully delivered to participants in the personalised digital nudge arm, derived from messaging-platform delivery records. Denominator: all scheduled nudge messages. Unit of measure: percentage of messages.
Measured: Day 3 to Day 64 (active nudge period)
Nudge message read rate
Percentage of delivered nudge messages recorded by the messaging platform as opened or read. Denominator: all delivered nudge messages. Unit of measure: percentage of messages.
Measured: Day 3 to Day 64 (active nudge period)
Nudge message reply rate
Percentage of delivered nudge messages that prompted a participant reply. Denominator: all delivered nudge messages. Unit of measure: percentage of messages.
Measured: Day 3 to Day 64 (active nudge period)
Nudge message click-through rate
Percentage of delivered nudge messages containing a link in which the link was selected by the participant. Denominator: delivered nudge messages containing a link. Unit of measure: percentage of messages.
Measured: Day 3 to Day 64 (active nudge period)
Nudge message opt-out rate
Percentage of participants in the personalised digital nudge arm who opted out of nudge messages by replying STOP or using another approved opt-out mechanism. Denominator: participants randomised to the nudge arm. Unit of measure: percentage of participants.
Measured: Within 90 days after MyHeartRisk screening
Participant-reported barriers to action
Participant-reported barriers are reasons identified by participants for not completing or delaying the recommended preventive action, such as uncertainty about where to go, lack of time, transport difficulties, worry, or other reported obstacles. Barriers are captured through follow-up assessment and nudge barrier-check responses.
Measured: At Day 30 and Day 90 assessment
Participant-reported satisfaction with the programme
Participant-reported rating of how helpful the NADI-MyHeartRisk programme and messages were, collected in the Day 90 final assessment as a single categorical item with response options Helpful, Neutral, or Not Helpful. Unit of measure: number of participants in each response category.
Measured: At Day 90
System Usability Scale score
Perceived usability of the NADI-MyHeartRisk digital pathway, measured using the System Usability Scale. The System Usability Scale (SUS) is a 10-item questionnaire, item responses are summed and transformed to a total score ranging from 0 to 100. Higher scores indicate better perceived usability, 0 is the worst possible score and 100 the best. Unit of measure: units on a scale.
Measured: At Day 90
Self-reported lifestyle action
Number of participants reporting adoption of at least one recommended healthy lifestyle behaviour, including increased physical activity, healthier dietary practices, improved sleep, increased hydration, weight-management activity, or smoking cessation, by Day 90. Reported as a single binary composite. Unit of measure: number of participants.
Measured: By Day 90
Medication review, initiation, or adjustment after healthcare provider review
Number of participants with at least one medication-related action, including medication review, initiation of a new medication, or adjustment of an existing medication, occurring after the MyHeartRisk screening date and linked to a healthcare-provider review. Medication changes are counted only when associated with provider review rather than self-directed medication use. Unit of measure: number of participants.
Measured: Within 90 days after MyHeartRisk screening
Safety escalation, including red-flag symptom reporting or urgent-care advice
Safety escalation is defined as a reported red-flag symptom or other safety event that triggers urgent-care advice or study escalation, including inappropriate message delivery, complaints, or relevant protocol/safety events. Red flags include symptoms such as chest pain, severe breathlessness, fainting/collapse, sudden weakness, facial droop, slurred speech, or severe palpitations with dizziness.
Measured: Continuously over the 90-day study period
Timeline
From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.
- First posted16 Oct 2026
- Study start20 Oct 2026 (estimated)
- Primary completion19 Jul 2027 (estimated)
- Study completion30 Sep 2027 (estimated)
Resources
- Official record on ClinicalTrials.govThe registry entry this page is built from, with its full change history.
- Publications (19)Papers the sponsor has linked to this study.
- Other trials for Cardiovascular DiseasesStudies of the same condition, open and under way.
- What the trial phases meanHow a treatment moves from first tests in people to approval.
More details
For doctors and researchers: how the study is designed, who runs it, and its registry IDs.
Study design
- Study type
- Interventional
- Phase
- Phase N/A
- Primary purpose
- Prevention
- Allocation
- Randomised
- Intervention model
- Parallel groups
- Masking
- Single blind
- Who is masked
- Outcomes assessor
- Enrolment
- 6,588 participants (estimated)
Sponsor and investigators
- Lead sponsor
- Cardiovascular Advancement and Research Excellence Institute
- Sponsor type
- Research network
- Collaborators
- National Information Dissemination Centre (NADI), Malaysian Communications and Multimedia Commission (MCMC)
- Responsible party
- Principal investigator, SAZZLI SHAHLAN KASIM, Cardiovascular Advancement and Research Excellence Institute
- Investigators
- Sazzli S Kasim, Principal investigator, Cardiovascular Advancement and Research Excellence Institute (CARE Institute)
IDs, dates and publications
- ClinicalTrials.gov ID
- NCT07879144
- Sponsor's protocol ID
- 600-RMC/MOHE HICoE CARE-I 5/3
- Acronym
- NADI-MHR
- Status last verified
- Oct 2026
- First submitted
- 24 Sep 2026
- Last updated
- 16 Oct 2026
- Results posted
- No
- Data monitoring committee
- Yes
- FDA-regulated drug
- No
- FDA-regulated device
- No
- Individual data sharing
- No
Publications
D'Agostino RB Sr, Vasan RS, Pencina MJ, Wolf PA, Cobain M, Massaro JM, Kannel WB. General cardiovascular risk profile for use in primary care: the Framingham Heart Study. Circulation. 2008 Feb 12;117(6):743-53. doi: 10.1161/CIRCULATIONAHA.107.699579. Epub 2008 Jan 22.
PubMed 18212285Faul F, Erdfelder E, Lang AG, Buchner A. G*Power 3: a flexible statistical power analysis program for the social, behavioral, and biomedical sciences. Behav Res Methods. 2007 May;39(2):175-91. doi: 10.3758/bf03193146.
PubMed 17695343Daud MH, Ramli AS, Abdul-Razak S, Isa MR, Yusoff FH, Baharudin N, Mohamed-Yassin MS, Badlishah-Sham SF, Nikmat AW, Jamil N, Mohd-Nawawi H. The EMPOWER-SUSTAIN e-Health Intervention to improve patient activation and self-management behaviours among individuals with Metabolic Syndrome in primary care: study protocol for a pilot randomised controlled trial. Trials. 2020 Apr 5;21(1):311. doi: 10.1186/s13063-020-04237-x.
PubMed 32248825Arno A, Thomas S. The efficacy of nudge theory strategies in influencing adult dietary behaviour: a systematic review and meta-analysis. BMC Public Health. 2016 Jul 30;16:676. doi: 10.1186/s12889-016-3272-x.
PubMed 27475752Allen LA, Venechuk G, McIlvennan CK, Page RL 2nd, Knoepke CE, Helmkamp LJ, Khazanie P, Peterson PN, Pierce K, Harger G, Thompson JS, Dow TJ, Richards L, Huang J, Strader JR, Trinkley KE, Kao DP, Magid DJ, Buttrick PM, Matlock DD. An Electronically Delivered Patient-Activation Tool for Intensification of Medications for Chronic Heart Failure With Reduced Ejection Fraction: The EPIC-HF Trial. Circulation. 2021 Feb 2;143(5):427-437. doi: 10.1161/CIRCULATIONAHA.120.051863. Epub 2020 Nov 17.
PubMed 33201741Schulz KF, Grimes DA. Sample size calculations in randomised trials: mandatory and mystical. Lancet. 2005 Apr 9-15;365(9467):1348-53. doi: 10.1016/S0140-6736(05)61034-3.
PubMed 15823387Schulz KF, Grimes DA. Sample size slippages in randomised trials: exclusions and the lost and wayward. Lancet. 2002 Mar 2;359(9308):781-5. doi: 10.1016/S0140-6736(02)07882-0.
PubMed 11888606Shariful Islam SM, Farmer AJ, Bobrow K, Maddison R, Whittaker R, Pfaeffli Dale LA, Lechner A, Lear S, Eapen Z, Niessen LW, Santo K, Stepien S, Redfern J, Rodgers A, Chow CK. Mobile phone text-messaging interventions aimed to prevent cardiovascular diseases (Text2PreventCVD): systematic review and individual patient data meta-analysis. Open Heart. 2019 Oct 9;6(2):e001017. doi: 10.1136/openhrt-2019-001017. eCollection 2019.
PubMed 31673381Rutterford C, Copas A, Eldridge S. Methods for sample size determination in cluster randomized trials. Int J Epidemiol. 2015 Jun;44(3):1051-67. doi: 10.1093/ije/dyv113. Epub 2015 Jul 13.
PubMed 26174515Proctor E, Silmere H, Raghavan R, Hovmand P, Aarons G, Bunger A, Griffey R, Hensley M. Outcomes for implementation research: conceptual distinctions, measurement challenges, and research agenda. Adm Policy Ment Health. 2011 Mar;38(2):65-76. doi: 10.1007/s10488-010-0319-7.
PubMed 20957426Patel MS, Volpp KG, Asch DA. Nudge Units to Improve the Delivery of Health Care. N Engl J Med. 2018 Jan 18;378(3):214-216. doi: 10.1056/NEJMp1712984. No abstract available.
PubMed 29342387Milkman KL, Patel MS, Gandhi L, Graci HN, Gromet DM, Ho H, Kay JS, Lee TW, Akinola M, Beshears J, Bogard JE, Buttenheim A, Chabris CF, Chapman GB, Choi JJ, Dai H, Fox CR, Goren A, Hilchey MD, Hmurovic J, John LK, Karlan D, Kim M, Laibson D, Lamberton C, Madrian BC, Meyer MN, Modanu M, Nam J, Rogers T, Rondina R, Saccardo S, Shermohammed M, Soman D, Sparks J, Warren C, Weber M, Berman R, Evans CN, Snider CK, Tsukayama E, Van den Bulte C, Volpp KG, Duckworth AL. A megastudy of text-based nudges encouraging patients to get vaccinated at an upcoming doctor's appointment. Proc Natl Acad Sci U S A. 2021 May 18;118(20):e2101165118. doi: 10.1073/pnas.2101165118.
PubMed 33926993Michie S, van Stralen MM, West R. The behaviour change wheel: a new method for characterising and designing behaviour change interventions. Implement Sci. 2011 Apr 23;6:42. doi: 10.1186/1748-5908-6-42.
PubMed 21513547Loudon K, Treweek S, Sullivan F, Donnan P, Thorpe KE, Zwarenstein M. The PRECIS-2 tool: designing trials that are fit for purpose. BMJ. 2015 May 8;350:h2147. doi: 10.1136/bmj.h2147. No abstract available.
PubMed 25956159Lloyd-Jones DM, Braun LT, Ndumele CE, Smith SC Jr, Sperling LS, Virani SS, Blumenthal RS. Use of Risk Assessment Tools to Guide Decision-Making in the Primary Prevention of Atherosclerotic Cardiovascular Disease: A Special Report From the American Heart Association and American College of Cardiology. Circulation. 2019 Jun 18;139(25):e1162-e1177. doi: 10.1161/CIR.0000000000000638. Epub 2018 Nov 10.
PubMed 30586766