Evidence map›Paper›PMID 41300986›Full record

ReviewCancers2025

Deep Learning Model-Based Architectures for Lung Tumor Mutation Profiling: A Systematic Review.

Samanta Ortuño-Miquel, Reyes Roca, Cristina Alenda, Francisco Aranda, Natividad Martínez-Banaclocha, Sandra Amador, David Gil

Abstract readReview
In one paragraph

Review in Cancers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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.

Samanta Ortuño-MiquelAlicante Institute for Health and Biomedical Research (ISABIAL), 03010 Alicante, Spain.ORCID 0000-0003-0731-6975
Reyes RocaAlicante Institute for Health and Biomedical Research (ISABIAL), 03010 Alicante, Spain.ORCID 0009-0009-6620-7139
Cristina AlendaDepartment of Pathology, Dr. Balmis General University Hospital, Alicante Institute for Health and Biomedical Research (ISABIAL), 03010 Alicante, Spain.ORCID 0000-0002-0560-1759
Francisco ArandaDepartment of Pathology, Dr. Balmis General University Hospital, Alicante Institute for Health and Biomedical Research (ISABIAL), 03010 Alicante, Spain.ORCID 0000-0003-2338-2286
Natividad Martínez-BanaclochaDepartment of Oncology, Dr. Balmis General University Hospital, Alicante Institute for Health and Biomedical Research (ISABIAL), 03010 Alicante, Spain.ORCID 0000-0002-7515-5037
Sandra AmadorDepartment of Computer Science Technology and Computation, University of Alicante, 03690 Alicante, Spain.ORCID 0000-0002-4604-3925
David GilDepartment of Computer Science Technology and Computation, University of Alicante, 03690 Alicante, Spain.ORCID 0000-0003-0791-8298

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningexplainabilityimage classificationlung tumormolecular profiling

Identifiers

PMID41300986
PMCPMC12650746

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.