Evidence map›Paper›PMID 41746038›Full record

ArticleVaccines2026

Using Machine Learning to Identify Factors Affecting Antibody Production and Adverse Reactions After COVID-19 Vaccination.

Nahomi Miyamoto, Tohru Yamaguchi, Yoshinori Tamada, Seiya Yamayoshi, Koichi Murashita, Ken Itoh, Seiya Imoto, Norihiro Saito, Tatsuya Mikami, Shigeyuki Nakaji

Abstract read
In one paragraph

Article in Vaccines, 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

10 authors.

Nahomi MiyamotoResearch Institute of Health Innovation, Hirosaki University, 5 Zaifu-cho, Hirosaki-shi 036-8562, Aomori, Japan.ORCID 0009-0007-7924-4735
Tohru YamaguchiResearch Center for Health-Medical Data Science, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki-shi 036-8562, Aomori, Japan.ORCID 0000-0002-5946-1042
Yoshinori TamadaResearch Center for Health-Medical Data Science, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki-shi 036-8562, Aomori, Japan.ORCID 0000-0003-3483-9712
Seiya YamayoshiDivision of Virology, Institute of Medical Science, University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo 108-0071, Japan.ORCID 0000-0001-7768-5157
Koichi MurashitaResearch Institute of Health Innovation, Hirosaki University, 5 Zaifu-cho, Hirosaki-shi 036-8562, Aomori, Japan.
Ken ItohDepartment of Stress Response Science, Biomedical Research Center, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki-shi 036-8562, Aomori, Japan.ORCID 0000-0002-5518-0729
Seiya ImotoDivision of Health-Medical Intelligence, Human Genome Center, Institute of Medical Science, University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo 108-0071, Japan.ORCID 0000-0002-2989-308X
Norihiro SaitoDepartment of Clinical Laboratory Medicine, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki-shi 036-8562, Aomori, Japan.ORCID 0000-0003-2239-6846
Tatsuya MikamiDepartment of Preemptive Medicine, Innovation Center for Health Promotion, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki-shi 036-8562, Aomori, Japan.ORCID 0000-0002-6657-6446
Shigeyuki NakajiDepartment of Preemptive Medicine, Innovation Center for Health Promotion, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki-shi 036-8562, Aomori, Japan.ORCID 0000-0002-4190-5151

Funding

the Japan Science and Technology Agency JPMJCE1302, JPMJCA2201, and JPMJPF2210
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Bayesian networkcarrier moleculesCOVID-19 vaccineIwaki Health Promotion Projectmachine learningSARS-CoV-2 virus

Identifiers

PMID41746038
PMCPMC12945091

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.