Evidence map›Paper›PMID 40679771›Full record

ArticleHealth economics review2025

Behavioural insights in the underuse of cardiac resynchronisation therapy in heart failure: a pilot survey on incentive perceptions among referring cardiologists.

Joan Costa-I-Font, Georgiana Miler-Raicu, Elena Arbelo, Ruben Casado-Arroyo, Aya Sami, Eric Wei Seong Tee, Joseph Hazel, Laurent Roten, Tobias Reichlin, Haran Burri and 2 more

Abstract read
In one paragraph

Article in Health economics review, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
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

4 citing papers in PubMed.

  1. Cost-effectiveness of the ABCStroke pathway in ischaemic stroke care: a UK pilot analysis.European heart journal. Quality of care & clinical outcomes · 2026
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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

12 authors.

Joan Costa-I-FontLondon School of Economics and Political Science, London, UK. J.Costa-Font@lse.ac.uk.ORCID http://orcid.org/0000-0001-7174-7919
Georgiana Miler-RaicuDepartment of Cardiology, Inselspital, University Hospital Bern, Freiburgstrasse 20, Bern, 3010, Switzerland.
Elena ArbeloArrhythmia Section, Cardiology Department, Hospital Clínic, University of Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0003-0424-6393
Ruben Casado-ArroyoDepartment of Cardiology, H.U.B.-Hôpital Erasme, Université Libre de Bruxelles, Rte de Lennik 808, Bruxelles, 1070, Belgium.
Aya SamiLondon School of Economics and Political Science, London, UK.
Eric Wei Seong TeeLondon School of Economics and Political Science, London, UK.
Joseph HazelLondon School of Economics and Political Science, London, UK.
Laurent RotenDepartment of Cardiology, Inselspital, University Hospital Bern, Freiburgstrasse 20, Bern, 3010, Switzerland.
Tobias ReichlinDepartment of Cardiology, Inselspital, University Hospital Bern, Freiburgstrasse 20, Bern, 3010, Switzerland.
Haran BurriCardiac Pacing Unit, Cardiology Department, University Hospital of Geneva, Geneva, Switzerland.
Khaled Albouaini *Royal Liverpool University Hospital, Liverpool, UK.
Nikola Kozhuharov *Department of Cardiology, Inselspital, University Hospital Bern, Freiburgstrasse 20, Bern, 3010, Switzerland. Nikola.Kozhuharov@insel.ch.ORCID http://orcid.org/0000-0003-2086-3690

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

aimsHeart failure is a leading cause of hospitalisation in patients over 50, significantly impacting both quality of life and survival. Despite the well-established benefits of Cardiac Resynchronisation Therapy (CRT), its utilisation in clinical practice remains suboptimal. Traditional incentives, have shown limited effectiveness in increasing CRT referrals. This manuscript explores how behavioural economics can offer a novel framework for improving CRT uptake by leveraging behavioural incentives, particularly choice architecture and social incentives, to influence physician referral patterns. METHODS AND

resultsWe underscore key concepts of behavioural economics, including choice architecture (nudges, reference points, sludges), cognitive biases (status quo bias, overconfidence bias, availability bias), and social incentives, which are applied in designing incentives to promote CRT referrals. A survey was conducted with 51 physicians from six European countries, including electrophysiologists, heart failure specialists, and general cardiologists, recruited through cardiology networks and personal contacts. Participants rated their perceptions of five incentive strategies using a Likert scale (1-5). Behavioural incentives, such as peer comparison through league tables (social incentive) and decision prompts in electronic health records (choice architecture nudge), were perceived as more effective than traditional financial incentives, with a median Likert score of 4.0 [IQR 3.0-5.0] versus 2.5 [IQR 1.5-3.0] for traditional incentives (p < 0.001).

conclusionsThese findings suggest that interventions drawing on behavioural economics, particularly those utilising social incentives and choice architecture redesign, may offer more effective to increasing CRT referrals than traditional incentives. Such interventions could enhance CRT uptake and outcomes for heart failure patients.

Indexed as

Behavioural health economicsCardiac resynchronisation therapyChoice architectureCognitive biasesHeart failureSocial incentives

Identifiers

PMID40679771
PMCPMC12273364

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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.