Evidence map›Paper›PMID 41750760›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Supervised Machine Learning-Based Prediction of In-Hospital Mortality Following Hip Fracture in Older Adults.

Eduardo Guzmán-Muñoz, Manuel Vásquez-Muñoz, Yeny Concha-Cisternas, Rodrigo Olivares-Ordenes, Vicente Clemente-Suárez, Antonio Castillo-Paredes, Rodrigo Yáñez-Sepúlveda

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. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 pooled it
–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

1 citing paper in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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

7 authors.

Eduardo Guzmán-MuñozEscuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Talca 3460000, Chile.ORCID 0000-0001-7001-9004
Manuel Vásquez-MuñozCenter for Health Data Observation and Analysis (CADS), School of Medicine and Health Sciences, Universidad Mayor, Santiago 8580745, Chile.ORCID 0000-0002-8409-6526
Yeny Concha-CisternasVicerrectoría de Investigación e Innovación, Universidad Arturo Prat, Iquique 1100000, Chile.ORCID 0000-0001-7013-3894
Rodrigo Olivares-OrdenesEscuela de Ingeniería Informática, Universidad de Valparaíso, Valparaíso 2340000, Chile.ORCID 0000-0003-0582-954X
Vicente Clemente-SuárezFaculty of Medicine, Universidad Europea de Madrid, 28670 Madrid, Spain.ORCID 0000-0002-2397-2801
Antonio Castillo-ParedesGrupo AFySE (Actividad Física y Salud Escolar), Escuela de Pedagogía en Educación Física, Facultad de Educación, Universidad de Las Américas, Santiago 8370040, Chile.ORCID 0000-0002-7239-960X
Rodrigo Yáñez-SepúlvedaFacultad de Educación y Ciencias Sociales, Universidad Andrés Bello, Viña del Mar 2200055, Chile.ORCID 0000-0002-9311-6576

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

explainable AIGradient Boostinghip fracturein-hospital mortalitymachine learningolder adultspredictive modelingSHAP analysis

Identifiers

PMID41750760
PMCPMC12938910

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.