Deep Learning: A Heuristic Three-Stage Mechanism for Grid Searches to Optimize the Future Risk Prediction of Breast Cancer Metastasis Using EHR-Based Clinical Data.

Xia Jiang, Yijun Zhou, Chuhan Xu, Adam Brufsky, Alan Wells

Abstract read

In one paragraph

Article in Cancers, 2025. 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

5 authors.

Xia JiangDepartment of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA 15206, USA.

Yijun ZhouDepartment of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA 15206, USA.

Chuhan XuDepartment of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA 15206, USA.

Adam BrufskyDivision of Hematology/Oncology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA.ORCID 0000-0001-8080-7960

Alan WellsUPMC Hillman Cancer Center, Pittsburgh, PA 15232, USA.ORCID 0000-0002-1637-8150

Funding

BLRD VA I01 BX003368U.S. Department of Defense W81XWH1910495

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

breast cancerbreast cancer metastasisclinicaldeep learningEHRgrid searchmachine learningmetastasismetastatic breast cancerneural networksprediction

Identifiers

PMID40227603

DOI10.3390/cancers17071092

PMCPMC11987998

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.