Evidence map›Paper›PMID 42793761›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Anatomical-Contextual YOLOv8-YOLOv12 Framework for Pulmonary Nodule Detection in CT: Multi-Organ Learning and Cross-Dataset Validation.

Daniel Resendiz-Ventura, Moisés Márquez-Olivera, Viridiana Hernández-Herrera, Laura Marrujo-García, Antonio-Gustavo Juárez-Gracia, Irlanda Pacheco-Bravo

Abstract read
PubMed Full text at PMC Publisher
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

6 authors.

Daniel Resendiz-VenturaCyber-Physical Systems Laboratory, Centro de Investigación e Innovación Tecnológica (CIITEC), Instituto Politécnico Nacional (IPN), Cerrada Cecati s/n Col. Sta. Catarina, Azcapotzalco, Ciudad de México C.P. 02250, Mexico.ORCID 0009-0001-4637-1486
Moisés Márquez-OliveraCyber-Physical Systems Laboratory, Centro de Investigación e Innovación Tecnológica (CIITEC), Instituto Politécnico Nacional (IPN), Cerrada Cecati s/n Col. Sta. Catarina, Azcapotzalco, Ciudad de México C.P. 02250, Mexico.
Viridiana Hernández-HerreraCyber-Physical Systems Laboratory, Centro de Investigación e Innovación Tecnológica (CIITEC), Instituto Politécnico Nacional (IPN), Cerrada Cecati s/n Col. Sta. Catarina, Azcapotzalco, Ciudad de México C.P. 02250, Mexico.ORCID 0000-0003-0844-1823
Laura Marrujo-GarcíaCAPROM Applied Science to Mexican Problems, Venustiano Carranza 90, Azcapotzalco, Ciudad de México C.P. 02440, Mexico.
Antonio-Gustavo Juárez-GraciaCentro de Investigación en Ciencia Aplicada y Tecnología Avanzada, Unidad Legaria (CICATA Legaria), Instituto Politécnico Nacional (IPN), Av. Legaria No. 694 Col. Irrigación, Miguel Hidalgo, Ciudad de México C.P. 11500, Mexico.ORCID 0000-0002-5846-0048
Irlanda Pacheco-BravoUMAE Hospital de Oncología, Centro Médico Nacional Siglo XXI, IMSS, A. Cuauhtemoc 330, Col. Doctores, Alcaldia Cuauhtemoc, Ciudad de México C.P. 06720, Mexico.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ablation studyanatomical-contextual learningcomputed tomography (CT)computer-aided diagnosiscross-dataset generalizationdeep learningLIDC-IDRILUNG-PET-CT-DXmulti-organ learningpulmonary nodule detectionYOLO

Identifiers

PMID42793761
PMCPMC13605659

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.