Artificial intelligence and diagnosis in general practice.

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.

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.

Who cites it

17 citing papers in PubMed, 1 synthesis or guideline pooled it.

1. Diagnostic Prediction Models for Primary Care, Based on AI and Electronic Health Records: Systematic Review.JMIR medical informatics · 2025
   Pooled it
2. Perspectives on innovation of the diagnostic process in general practice: Q-methodological study.BMC primary care · 2026
   Article
3. Use of artificial intelligence in neurological disorders diagnosis: A scientometric study.World journal of methodology · 2025
   Article
4. Integrating AI into clinical education: evaluating general practice trainees' proficiency in distinguishing AI-generated hallucinations and impacting factors.BMC medical education · 2025
   Article
5. Implementing Artificial Intelligence in Family Medicine: Challenges and Limitations.Cureus · 2024
   Review
6. The Doctors, Their Patients, and the Symptom Checker App: Qualitative Interview Study With General Practitioners in Germany.JMIR human factors · 2024
   Article
7. Perceptions of Family Physicians About Applying AI in Primary Health Care: Case Study From a Premier Health Care Organization.JMIR AI · 2024
   Article
8. Improving the Detection and Management of Kidney Health in Primary Care.Journal of patient experience · 2024
   Article
9. Decisions regarding antibiotic prescribing for acute sinusitis in Norwegian general practice. A qualitative focus group study.Scandinavian journal of primary health care · 2023
   Article
10. Impacts of Symptom Checkers for Laypersons' Self-diagnosis on Physicians in Primary Care: Scoping Review.Journal of medical Internet research · 2023
    Article
11. The Role of Virtual Triage in Improving Clinician Experience and Satisfaction: A Narrative Review.Telemedicine reports · 2023
    Review
12. Identification of high-risk patients for referral through machine learning assisting the decision making to manage minor ailments in community pharmacies.Frontiers in pharmacology · 2023
    Article
13. Prediction of heart failure 1 year before diagnosis in general practitioner patients using machine learning algorithms: a retrospective case-control study.BMJ open · 2022
    Article
14. Contacts to general practice in the 12 months preceding a diagnosis of an abdominal cancer: a national register-based cohort study.Scandinavian journal of primary health care · 2022
    Article
15. Artificial intelligence and the NHS: a qualitative exploration of the factors influencing adoption.Future healthcare journal · 2021
    Article
16. Artificial intelligence and diagnosis in general practice.The British journal of general practice : the journal of the Royal College of General Practitioners · 2019
    Article
17. Artificial Intelligence: Help or Hindrance for Family Physicians?Pakistan journal of medical sciences
    Article

Corrections and comments

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  Artificial intelligence and diagnosis in general practice.2019

Authors and funding

2 authors.

Funding

No grant is acknowledged in the PubMed record.

Abstract

PubMed holds no abstract for this paper.

Indexed as