Evidence map›Paper›PMID 40486179›Full record

ArticleBiology methods & protocols2025

DrugPipe: Generative artificial intelligence-assisted virtual screening pipeline for generalizable and efficient drug repurposing.

Phuc Pham, Viet Thanh Duy Nguyen, Kyu Hong Cho, Truong-Son Hy

Abstract read
In one paragraph

Article in Biology methods & protocols, 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

4 authors.

Phuc PhamAI Center, FPT Software, Ho Chi Minh 715000, Vietnam.
Viet Thanh Duy NguyenAI Center, FPT Software, Ho Chi Minh 715000, Vietnam.ORCID https://orcid.org/0009-0001-8319-3033
Kyu Hong ChoDepartment of Biology, Indiana State University, Terre Haute, IN 47809, United States.
Truong-Son HyDepartment of Computer Science, University of Alabama at Birmingham, Birmingham, AL 35294, United States.ORCID https://orcid.org/0000-0002-5092-3757

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Drug repurposing presents a promising strategy to accelerate drug discovery by identifying new therapeutic uses for existing compounds, particularly for diseases with limited or no effective treatment options. We introduce

Indexed as

drug repurposinggenerative AImulti-objective optimizationvirtual screening

Identifiers

PMID40486179
PMCPMC12141201

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.