Evidence map›Paper›PMID 36913346›Full record

Trial reportPloS one2023

Chatbot-based serious games: A useful tool for training medical students? A randomized controlled trial.

Salma Al Kahf, Baptiste Roux, Sebastien Clerc, Mona Bassehila, A Lecomte, Elsa Moncomble, Elodie Alabadan, Nina de Montmolin, Eve Jablon, Emilie François and 6 more

Open access · goldFull text readRandomized Controlled Trial
In one paragraph

Trial report in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed, 3 pooled it
6.3field-weighted citation impact, top 3% 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

11 citing papers in PubMed, 3 syntheses or guidelines pooled it, 36 citations in OpenAlex.

  1. Pooled it
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  5. Artificial Intelligence Chatbots as Virtual Patients in Dental Education: A Constructivist Approach to Classroom Implementation.European journal of dental education : official journal of the Association for Dental Education in Europe · 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

16 authors at 2 institutions in 1 country.

Salma Al KahfFaculté de Santé, Université de Paris Cité, Paris, France.
Baptiste RouxFast 4 -Medgame, Nîmes Cedex, France.
Sebastien ClercFaculté de Santé, Université de Paris Cité, Paris, France.
Mona BassehilaFaculté de Santé, Université de Paris Cité, Paris, France.
A LecomteFast 4 -Medgame, Nîmes Cedex, France.
Elsa MoncombleService de pneumologie et de soins intensifs, Hôpital Européen Georges Pompidou, AP-HP, Paris, France.
Elodie AlabadanService de pneumologie et de soins intensifs, Hôpital Européen Georges Pompidou, AP-HP, Paris, France.
Nina de MontmolinService de pneumologie et de soins intensifs, Hôpital Européen Georges Pompidou, AP-HP, Paris, France.
Eve JablonFaculté de Santé, Université de Paris Cité, Paris, France.
Emilie FrançoisFaculté de Santé, Université de Paris Cité, Paris, France.
Gérard FriedlanderFaculté de Santé, Université de Paris Cité, Paris, France.
Cécile BadoualFaculté de Santé, Université de Paris Cité, Paris, France.
Guy MeyerFaculté de Santé, Université de Paris Cité, Paris, France.
Nicolas RocheFaculté de Santé, Université de Paris Cité, Paris, France.
Clémence MartinFaculté de Santé, Université de Paris Cité, Paris, France.
Benjamin PlanquetteFaculté de Santé, Université de Paris Cité, Paris, France.ORCID 0000-0003-0541-7748
Université Paris Cité · FRAssistance Publique – Hôpitaux de Paris · FR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesChatbots, conversational agents that walk medical students (MS) though a clinical case, are serious games that seem to be appreciated by MS. Their impact on MS's performance in exams however was not yet evaluated. Chatprogress is a chatbot-based game developed at Paris Descartes University. It contains 8 pulmonology cases with step-by-step answers delivered with pedagogical comments. The CHATPROGRESS study aimed to evaluate the impact of Chatprogress on students' success rate in their end-term exams.

methodsWe conducted a post-test randomized controlled trial held on all fourth-year MS at Paris Descartes University. All MS were asked to follow the University's regular lectures, and half of them were randomly given access to Chatprogress. At the end of the term, medical students were evaluated on pulmonology, cardiology and critical care medicine. MAIN OUTCOMES MEASURES: The primary aim was to evaluate an increase in scores in the pulmonology sub-test for students who had access to Chatprogress, compared to those who didn't. Secondary aims were to evaluate an increase in scores in the overall test (Pulmonology, Cardiology and Critical care medicine test (PCC)) and to evaluate the correlation between access to Chatprogress and overall test score. Finally, students' satisfaction was assessed using a survey.

resultsFrom 10/2018 to 06/2019, 171 students had access to Chatprogress (the Gamers) and among them, 104 ended up using it (the Users). Gamers and Users were compared to 255 Controls with no access to Chatprogress. Differences in scores on the pulmonology sub-test over the academic year were significantly higher among Gamers and Users vs Controls (mean score: 12.7/20 vs 12.0/20, p = 0.0104 and mean score: 12.7/20 vs 12.0/20, p = 0.0365 respectively). This significant difference was present as well in the overall PCC test scores: (mean score: 12.5/20 vs 12.1/20, p = 0.0285 and 12.6/20 vs 12.1/20, p = 0.0355 respectively). Although no significant correlation was found between the pulmonology sub-test's scores and MS's assiduity parameters (number of finished games among the 8 proposed to Users and number of times a User finished a game), there was a trend to a better correlation when users were evaluated on a subject covered by Chatprogress. MS were also found to be fans of this teaching tool, asking for more pedagogical comments even when they got the questions right.

conclusionThis randomised controlled trial is the first to demonstrate a significant improvement in students' results (in both the pulmonology subtest and the overall PCC exam) when they had access to Chatbots, and even more so when they actually used it.

Indexed as

Education, Medical, UndergraduateStudents, MedicalVideo GamesEducational MeasurementHumansSoftware

Identifiers

PMID36913346
PMCPMC10010502
OpenAlexW4324019775

What OpenQuestion holds

Textfull text, public
LicenceCC BY
measurements read52
identifiers read8
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.