Evidence map›Paper›PMID 40831759›Full record

ArticleBioinformatics advances2025

A N M Nafiz Abeer, Bong-Seong Koo, Byung-Jun Yoon

Abstract read
In one paragraph

Article in Bioinformatics advances, 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

3 authors.

A N M Nafiz AbeerDepartment of Electrical and Computer Engineering, Texas A&M University, College Station, TX 77843, United States.ORCID https://orcid.org/0009-0004-8134-1604
Bong-Seong KooKoreavaccine Co., Ltd, Seoul 04778, Republic of Korea.
Byung-Jun YoonDepartment of Electrical and Computer Engineering, Texas A&M University, College Station, TX 77843, United States.ORCID https://orcid.org/0000-0001-9328-1101

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Summary: The increasing emergence of new virus strains with increased infectiousness necessitates a more proactive approach for effective vaccine design. To achieve this goal, it is critical to shift the vaccine design paradigm from traditional approaches that rely on expert intuition and experimental methods toward data-driven strategies that leverage Availability and implementation: The code for cocktail design is available in https://github.com/nafizabeer/Antigen_Cocktail_Design.

Identifiers

PMID40831759
PMCPMC12360842

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.