Evidence map›Paper›PMID 42739303›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Explainable Machine Learning Models for Predicting Functional and Pain Recovery After Fragility Fracture Surgery.

Chien-Hung Chen, Chin-Kai Huang, Chih-Cheng Lai, Li-Chuan Lin, Tai-Hua Yang

Abstract read
In one paragraph

Article in Diagnostics (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

5 authors.

Chien-Hung ChenDepartment of Biomedical Engineering, National Cheng Kung University (NCKU), No. 1, University Road, Tainan 701, Taiwan.
Chin-Kai HuangDepartment of Orthopaedic Surgery, Kaohsiung Veterans General Hospital Tainan Branch, Tainan 710, Taiwan.
Chih-Cheng LaiDepartment of Intensive Care Medicine, Chi Mei Medical Center, Tainan 901, Taiwan.ORCID 0000-0002-6334-2388
Li-Chuan LinInstitute of Physical Education, Health and Leisure Studies, National Cheng Kung University, Tainan 701, Taiwan.ORCID 0000-0002-6206-5606
Tai-Hua YangDepartment of Biomedical Engineering, National Cheng Kung University (NCKU), No. 1, University Road, Tainan 701, Taiwan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

fragility fracture surgerymachine learningpainpredictionrecovery

Identifiers

PMID42739303
PMCPMC13565305

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.