Evidence map›Paper›PMID 41300841›Full record

ArticleGenes2025

Integrated Bioinformatics and Machine Learning for Ascertainment and Validation of Biomarkers for Screening Breast Disease.

Qi Wang, Saisai Yang, Yao Zhang, Chengyu Piao, Xin Liu, Xiuhong Wu

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Genes, 2025. 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. 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

6 authors.

Qi WangNational Key Laboratory, Heilongjiang University of Chinese Medicine, Harbin 150000, China.ORCID 0009-0005-6964-2428
Saisai YangNational Key Laboratory, Heilongjiang University of Chinese Medicine, Harbin 150000, China.
Yao ZhangNational Key Laboratory, Heilongjiang University of Chinese Medicine, Harbin 150000, China.
Chengyu PiaoNational Key Laboratory, Heilongjiang University of Chinese Medicine, Harbin 150000, China.
Xin LiuState Key Laboratory of Multimodal Artificial Intelligence, Institute of Automation, Chinese Academy of Sciences, Beijing 100000, China.
Xiuhong WuNational Key Laboratory, Heilongjiang University of Chinese Medicine, Harbin 150000, China.

Funding

Natural Science Foundation of Heilongjiang Province JQ2023H003
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Biomarkers, TumorBreast DiseasesBreast NeoplasmsComputational BiologyMachine LearningFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticGene Regulatory NetworksHumansPrognosisROC CurveBiomarkers, Tumorbenign breast diseasebioinformaticsbreast cancerimmune cell infiltrationmachine learning

Identifiers

PMID41300841
PMCPMC12652564

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.