Evidence map›Paper›PMID 27064456›Full record

Trial reportAmerican journal of respiratory and critical care medicine2016

Heterogeneity in the Effects of Reward- and Deposit-based Financial Incentives on Smoking Cessation.

Scott D Halpern, Benjamin French, Dylan S Small, Kathryn Saulsgiver, Michael O Harhay, Janet Audrain-McGovern, George Loewenstein, David A Asch, Kevin G Volpp

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in American journal of respiratory and critical care medicine, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
1.2field-weighted citation impact, top 21% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed, 23 citations in OpenAlex.

  1. Trial
  2. Trial
  3. Promoting healthy behaviour with financial incentives: three challenges and solutions for large scale implementation.The European journal of health economics : HEPAC : health economics in prevention and care · 2026
    Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. Electronic Cigarettes: A Role in Smoking Cessation?American journal of respiratory and critical care medicine · 2020
    Article
  9. Article
  10. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 2 institutions in 3 countries.

Scott D Halpern1 Department of Medicine.
Benjamin French2 Center for Health Incentives and Behavioral Economics at the Leonard Davis Institute of Health Economics.
Dylan S Small2 Center for Health Incentives and Behavioral Economics at the Leonard Davis Institute of Health Economics.
Kathryn Saulsgiver2 Center for Health Incentives and Behavioral Economics at the Leonard Davis Institute of Health Economics.
Michael O Harhay3 Department of Biostatistics and Epidemiology.
Janet Audrain-McGovern2 Center for Health Incentives and Behavioral Economics at the Leonard Davis Institute of Health Economics.
George Loewenstein2 Center for Health Incentives and Behavioral Economics at the Leonard Davis Institute of Health Economics.
David A Asch1 Department of Medicine.
Kevin G Volpp1 Department of Medicine.
Institute of Health Economics · CADecision Research · US

Funding

The Penn Roybal Center on Behavioral Economics and Health: Solving for Scale and Impact with Design Thinking, Digital Platforms, and Dynamic AdaptationP30AG034546 · NIA · UNIVERSITY OF PENNSYLVANIA · PI Alison Meredith Buttenheim · 2009 to 2026
$10.6M
Developing Interactive Technologies to Improve Research and Health BehaviorRC2AG036592 · NIA · UNIVERSITY OF PENNSYLVANIA · PI ASCH, DAVID A, VOLPP, KEVIN G · 2009 to 2010
$5.4M
Comparative Efficacy, Acceptance and Effectiveness of Health Incentive StructuresR01CA159932 · NCI · UNIVERSITY OF PENNSYLVANIA · PI HALPERN, SCOTT D · 2010 to 2014
$3.0M
Methods to improve the detection of treatment effects in ARDS clinical trialsF31HL127947 · NHLBI · UNIVERSITY OF PENNSYLVANIA · PI HARHAY, MICHAEL OSCAR · 2015 to 2016
$71k
NCI NIH HHS R01 CA159932NHLBI NIH HHS F31 HL127947NIA NIH HHS P30 AG034546NIA NIH HHS RC2 AG036592
6 · The paper itself

Abstract

rationaleTargeting different smoking cessation programs to smokers most likely to quit when using them could reduce the burden of lung disease.

objectivesTo identify smokers most likely to quit using pure reward-based financial incentives or incentive programs requiring refundable deposits to become eligible for rewards.

methodsWe conducted prespecified secondary analyses of a randomized trial in which 2,538 smokers were assigned to an $800 reward contingent on sustained abstinence from smoking, a refundable $150 deposit plus a $650 reward, or usual care. MEASUREMENTS AND MAIN

resultsUsing logistic regression, we identified characteristics of smokers that were most strongly associated with accepting their assigned intervention and ceasing smoking for 6 months. We assessed modification of the acceptance, efficacy, and effectiveness of reward and deposit programs by 11 prospectively selected demographic, smoking-related, and psychological factors. Predictors of sustained smoking abstinence differed among participants assigned to reward- versus deposit-based incentives. However, greater readiness to quit and less steep discounting of future rewards were consistently among the most important predictors. Deposit-based programs were uniquely effective relative to usual care among men, higher-income participants, and participants who more commonly failed to pay their bills (all interaction P values < 0.10). Relative to rewards, deposits were more effective among black persons (P = 0.022) and those who more commonly failed to pay their bills (P = 0.082). Relative to rewards, deposits were more commonly accepted by higher-income participants, men, white persons, and those who less commonly failed to pay their bills (all P < 0.05).

conclusionsHeterogeneity among smokers in their acceptance and response to different forms of incentives suggests potential benefits of targeting behavior-change interventions based on patient characteristics. Clinical trial registered with www.clinicaltrials.gov (NCT 01526265).

Indexed as

MotivationAdultAge FactorsEducational StatusFemaleHumansIncomeMaleMarital StatusMiddle AgedProgram EvaluationRewardSmokingSmoking CessationSmoking Preventionbehavior changefinancial incentivesheterogeneity of treatment effectsmoking cessation

Identifiers

PMID27064456
PMCPMC5067821
OpenAlexW2312389909

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.