Evidence map›Paper›PMID 39795600›Full record

ArticleDiagnostics (Basel, Switzerland)2024

Use of Machine Learning to Predict the Incidence of Type 2 Diabetes Among Relatively Healthy Adults: A 10-Year Longitudinal Study in Taiwan.

Ying-Qiang Liu, Tzu-Wei Chang, Lung-Chun Lee, Chia-Yu Chen, Pi-Shan Hsu, Yu-Tse Tsan, Chao-Tung Yang, Wei-Min Chu

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

8 authors.

Ying-Qiang LiuDepartment of Medical Education, Taichung Veterans General Hospital, Taichung 407219, Taiwan.
Tzu-Wei ChangDepartment of Family Medicine, Taichung Veterans General Hospital, Taichung 407219, Taiwan.
Lung-Chun LeeDepartment of Family Medicine, Taichung Veterans General Hospital, Taichung 407219, Taiwan.
Chia-Yu ChenDepartment of Application Value-Added Service, SYSTEX Corporation, Taipei 114730, Taiwan.
Pi-Shan HsuDepartment of Family Medicine, Taichung Veterans General Hospital, Taichung 407219, Taiwan.
Yu-Tse TsanDivision of Occupational Medicine, Department of Emergency Medicine, Taichung Veterans General Hospital, Taichung 407219, Taiwan.ORCID 0000-0001-9148-8811
Chao-Tung YangDepartment of Computer Science, Tunghai University, Taichung 407224, Taiwan.ORCID 0000-0002-9579-4426
Wei-Min ChuDepartment of Family Medicine, Taichung Veterans General Hospital, Taichung 407219, Taiwan.ORCID 0000-0001-9870-8362

Funding

Taichung Veterans General Hospital TCVGH-1117203C
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

diabetesfasting blood glucosefree thyroxineglycated hemoglobinmachine learning modelstriglyceridesweight

Identifiers

PMID39795600
PMCPMC11719639

What OpenQuestion holds

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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.