Evidence map›Paper›PMID 42351658›Full record

ArticleBiomedicines2026

Multimodal Collaborative Modeling of Molecular Structures and Biomedical Text for Accurate Drug-Drug Interaction Extraction.

Liumei Yang, Yiyang Shi, Fangfang Han, Yongming Cai

Abstract read
In one paragraph

Article in Biomedicines, 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

4 authors.

Liumei YangSchool of Medical Information and Engineering, Guangdong Pharmaceutical University, Guangzhou 510006, China.ORCID 0009-0000-3481-9602
Yiyang ShiSchool of Medical Information and Engineering, Guangdong Pharmaceutical University, Guangzhou 510006, China.ORCID 0009-0004-2837-831X
Fangfang HanSchool of Medical Information and Engineering, Guangdong Pharmaceutical University, Guangzhou 510006, China.
Yongming CaiSchool of Medical Information and Engineering, Guangdong Pharmaceutical University, Guangzhou 510006, China.ORCID 0000-0001-9282-1102

Funding

Guangdong Medical Products Administration 2022ZDZ06Guangzhou Municipal Science and Technology Bureau 2025A03J3712Ministry of Education of the People's Republic of China 231107601292733
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomedical text miningdrug–drug interactions (DDIs)multimodal learning

Identifiers

PMID42351658
PMCPMC13296957

What OpenQuestion 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 OpenQuestion graph.