Evidence map›Paper›PMID 41007217›Full record

ArticleBioengineering (Basel, Switzerland)2025

Rapid Screening of Anticoagulation Compounds for Biological Target-Associated Adverse Effects Using a Deep-Learning Framework in the Management of Atrial Fibrillation.

Tim Dong, Rhys Llewellyn, Melanie Hezzell, Gianni D Angelini

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 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

4 authors.

Tim DongBristol Heart Institute, Translational Health Sciences, University of Bristol, Bristol BS2 8HW, UK.ORCID 0000-0003-1953-0063
Rhys LlewellynPharmacy Department, Liverpool Heart and Chest Hospital, Thomas Dr., Liverpool L14 3PE, UK.
Melanie HezzellBristol Veterinary School, University of Bristol, Langford House, Langford, Bristol BS40 5DU, UK.ORCID 0000-0003-1890-6161
Gianni D AngeliniBristol Heart Institute, Translational Health Sciences, University of Bristol, Bristol BS2 8HW, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

adverse-effects screeningatrial fibrillationclinical trialsdeep learningdrug discoverymachine learningproteomicsthrombotic disease prevention

Identifiers

PMID41007217
PMCPMC12467381

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.