Evidence map›Paper›PMID 42450875›Full record

ReviewHealthcare (Basel, Switzerland)2026

Evaluation Frameworks for Clinical Foundation Models in Specific Tasks of Unstructured Medical Text Analysis: A Scoping Review.

Laura Johana González Zazueta, Betsaida Lariza López Covarrubias, Christian Xavier Navarro Cota, Mabel Vázquez Briseño, Juan Iván Nieto Hipólito, Gerardo Salvador Romo Cárdenas, Gener J Avilés Rodríguez

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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.

Laura Johana González ZazuetaMaestría y Doctorado en Ciencias e Ingeniería (MyDCI), Facultad de Ingeniería, Arquitectura y Diseño, Universidad Autónoma de Baja California, Carretera Transpeninsular 3917, Playitas, Ensenada 22860, Baja California, Mexico.ORCID 0009-0005-2339-7404
Betsaida Lariza López CovarrubiasMaestría y Doctorado en Ciencias e Ingeniería (MyDCI), Facultad de Ingeniería, Arquitectura y Diseño, Universidad Autónoma de Baja California, Carretera Transpeninsular 3917, Playitas, Ensenada 22860, Baja California, Mexico.ORCID 0009-0005-3096-266X
Christian Xavier Navarro CotaFacultad de Ingeniería, Arquitectura y Diseño, Universidad Autónoma de Baja California, Carretera Transpeninsular 3917, Playitas, Ensenada 22860, Baja California, Mexico.ORCID 0000-0002-7220-7006
Mabel Vázquez BriseñoFacultad de Ingeniería, Arquitectura y Diseño, Universidad Autónoma de Baja California, Carretera Transpeninsular 3917, Playitas, Ensenada 22860, Baja California, Mexico.ORCID 0000-0003-2545-2153
Juan Iván Nieto HipólitoFacultad de Ingeniería, Arquitectura y Diseño, Universidad Autónoma de Baja California, Carretera Transpeninsular 3917, Playitas, Ensenada 22860, Baja California, Mexico.ORCID 0000-0003-0105-6789
Gerardo Salvador Romo CárdenasSchool of Engineering, Andrews University, 8450 E Campus Circle Drive, Berrien Springs, MI 49104, USA.ORCID 0000-0002-8959-1024
Gener J Avilés RodríguezEscuela de Ciencias de la Salud, Universidad Autónoma de Baja California, Carretera Transpeninsular S/N, Valle Dorado, Ensenada 22890, Baja California, Mexico.ORCID 0000-0001-7010-652X

Funding

Secretaría de Ciencia, Humanidades, Tecnología e Innovación Graduate student stipend
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical foundation modelsclinical reasoningelectronic health recordsethical and safety considerationsevaluation frameworksunstructured medical text

Identifiers

PMID42450875
PMCPMC13360617

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.