Evidence map›Paper›PMID 40564863›Full record

ReviewDiagnostics (Basel, Switzerland)2025

Machine and Deep Learning for the Diagnosis, Prognosis, and Treatment of Cervical Cancer: A Scoping Review.

Blanca Vazquez, Mariano Rojas-García, Jocelyn Isabel Rodríguez-Esquivel, Janeth Marquez-Acosta, Carlos E Aranda-Flores, Lucely Del Carmen Cetina-Pérez, Susana Soto-López, Jesús A Estévez-García, Margarita Bahena-Román, Vicente Madrid-Marina and 1 more

Abstract readReview
In one paragraph

Review in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Review
  5. Exploring the molecular basis ofBioinformatics advances · 2026
    Article
  6. Article
  7. 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

11 authors.

Blanca VazquezUnidad Académica del Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas del Estado de Yucatán, Universidad Nacional Autónoma de México (UNAM), Mérida 97357, Mexico.ORCID 0000-0001-7708-8424
Mariano Rojas-GarcíaDepartment of Animal Sciences, Facultad de Estudios Superiores Cuautitlán, Universidad Nacional Autónoma de México (UNAM), Cuautitlán Izcalli 54714, Mexico.ORCID 0000-0003-0099-9726
Jocelyn Isabel Rodríguez-EsquivelCenter for Research on Infectious Diseases, Instituto Nacional de Salud Pública (INSP), Cuernavaca 62100, Mexico.
Janeth Marquez-AcostaColposcopy Department, Luis Catelazo Ayala Hospital, Instituto Mexicano del Seguro Social (IMSS), Mexico City 01090, Mexico.ORCID 0009-0009-3335-7376
Carlos E Aranda-FloresOncology Department, Hospital General de Mexico Eduardo Liceaga, Mexico City 06720, Mexico.ORCID 0000-0002-3204-103X
Lucely Del Carmen Cetina-PérezDepartment of Clinical Research and Medical Oncology, Instituto Nacional de Cancerología (INCAN), Mexico City 14080, Mexico.ORCID 0000-0003-2018-7338
Susana Soto-LópezFemme Vite Center, Cuernavaca 62374, Mexico.ORCID 0000-0002-1073-1056
Jesús A Estévez-GarcíaCenter for Population Health Research, Instituto Nacional de Salud Pública (INSP), Cuernavaca 62100, Mexico.ORCID 0000-0003-1778-0595
Margarita Bahena-RománCenter for Research on Infectious Diseases, Instituto Nacional de Salud Pública (INSP), Cuernavaca 62100, Mexico.ORCID 0000-0003-0876-4462
Vicente Madrid-MarinaCenter for Research on Infectious Diseases, Instituto Nacional de Salud Pública (INSP), Cuernavaca 62100, Mexico.ORCID 0000-0002-9305-6884
Kirvis Torres-PovedaCenter for Research on Infectious Diseases, Instituto Nacional de Salud Pública (INSP), Cuernavaca 62100, Mexico.ORCID 0000-0001-9608-9617

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningdiagnosismachine learningprognosistherapeuticsuterine cervical neoplasms

Identifiers

PMID40564863
PMCPMC12191946

What Socratic 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 Socratic graph.