Evidence map›Paper›PMID 42278796›Full record

ReviewHealthcare (Basel, Switzerland)2026

Machine Learning-Based Frailty Prediction and Classification in Community-Dwelling Older Adults: A Systematic Review of Validation, Explainability, and Implementation Readiness.

Seungmi Kim, Myung-Jun Shin, Byung Kwan Choi, Zoran Obradovic, Daniel J Rubin, Jong-Hwan Park

Abstract readReview
In one paragraph

Review 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.

Seungmi KimDepartment of Convergence Medicine, Pusan National University School of Medicine, Yangsan 50612, Republic of Korea.ORCID 0009-0007-2036-9584
Myung-Jun ShinBiomedical Research Institute, Pusan National University Hospital, Busan 49241, Republic of Korea.
Byung Kwan ChoiBiomedical Research Institute, Pusan National University Hospital, Busan 49241, Republic of Korea.
Zoran ObradovicCenter for Data Analytics and Biomedical Informatics, Temple University, Philadelphia, PA 19122, USA.
Daniel J RubinLewis Katz School of Medicine, Temple University, Philadelphia, PA 19140, USA.ORCID 0000-0002-6871-6246
Jong-Hwan ParkDepartment of Clinical Bio-Convergence, Graduate School of Convergence in Biomedical Science, Pusan National University School of Medicine, Yangsan 50612, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

explainable artificial intelligencefrailtymachine learningprediction modelpublic health

Identifiers

PMID42278796
PMCPMC13256724

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.