Evidence map›Paper›PMID 42881769›Full record

ArticleHealthcare (Basel, Switzerland)2026

Benchmarking Generative AI Chatbots in Preventive Medicine: A Comparative Analysis of Accuracy, Completeness, and Inter-Rater Reliability.

Nojoud Zoraib Alshahrani, Abdullah Alsabaani, Ali Hassan Almaqsudi, Ali Alshahrani, Naif Moshabub Mosfer Alqahtani, Mazen Abdullah N Alshahrani

Abstract read
In one paragraph

Article in Healthcare (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Nojoud Zoraib AlshahraniPreventive Medicine Residency Program, Saudi Commission for Health Specialties, Aseer Health Cluster, Abha 62512, Saudi Arabia.
Abdullah AlsabaaniDepartment of Family and Community Medicine, College of Medicine, King Khalid University, Abha 61421, Saudi Arabia.ORCID 0000-0003-2352-8249
Ali Hassan AlmaqsudiAseer Health Cluster, Abha 62523, Saudi Arabia.
Ali AlshahraniPreventive Medicine Department, Armed Forces Hospital Southern Region, Ministry of Defense Health Services, Khamis Mushait 62413, Saudi Arabia.ORCID 0000-0002-6721-7752
Naif Moshabub Mosfer AlqahtaniPreventive Medicine Department, Public Health Authority, Abha 62523, Saudi Arabia.
Mazen Abdullah N AlshahraniDepartment of Physical Therapy, Saudi German Hospital, Khamis Mushait 62451, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

accuracychatbot evaluationclinical decision supportcompletenessgenerative artificial intelligenceinter-rater reliabilitylarge language modelsLLM benchmarkingpreventive medicine

Identifiers

PMID42881769
PMCPMC13665411

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.