Evidence map›Paper›PMID 42653722›Full record

ReviewPharmaceuticals (Basel, Switzerland)2026

Graph-Based Machine Learning for Predicting Drug-Drug Interactions: A Systematic Review.

Md Tuhin Reza, Md Abdul Kader, Wissem Inoubli, Md Biddut Hossain, Md Kamrul Islam

Abstract readReview
In one paragraph

Review in Pharmaceuticals (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

5 authors.

Md Tuhin RezaDepartment of Computer Science & Engineering, Jashore University of Science & Technology, Jashore 7408, Bangladesh.ORCID 0009-0004-8785-9076
Md Abdul KaderDepartment of Software Engineering, Daffodil International University, Daffodil Smart City, Dhaka 1216, Bangladesh.ORCID 0000-0003-0949-5030
Wissem InoubliComputer Science, University of Artois, 62000 Arras, France.ORCID 0000-0001-5121-9043
Md Biddut HossainICT Division, Bangladesh Bureau of Educational Information & Statistics (BANBEIS), Dhaka 1207, Bangladesh.ORCID 0000-0001-6000-9128
Md Kamrul IslamDepartment of Computer Science & Engineering, Jashore University of Science & Technology, Jashore 7408, Bangladesh.ORCID 0000-0002-1195-7444

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

attention mechanismcomputational pharmacologydrug–drug interactiongraph neural networkmultimodal learning

Identifiers

PMID42653722
PMCPMC13516268

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.