Evidence map›Paper›PMID 41827322›Full record

ArticleJournal of clinical medicine2026

Development of a Machine Learning-Based Prediction Model to Differentiate Infectious and Non-Infectious Diseases in Patients with Undiagnosed Fever: A Single Hospital-Based Retrospective Study.

Masahiko Nakamura, Shun Yamashita, Ryosuke Osako, So Motomura, Naoko E Katsuki, Shu-Ichi Yamashita, Masaki Tago

Abstract read
In one paragraph

Article in Journal of clinical medicine, 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

7 authors.

Masahiko NakamuraDepartment of General Medicine, Saga University Hospital, Saga 849-8501, Japan.ORCID 0009-0001-0998-1955
Shun YamashitaDepartment of General Medicine, Saga University Hospital, Saga 849-8501, Japan.ORCID 0000-0002-5143-8665
Ryosuke OsakoDepartment of Cardiovascular Medicine, Saga University, Saga 849-8501, Japan.
So MotomuraDepartment of General Medicine, Saga University Hospital, Saga 849-8501, Japan.ORCID 0000-0002-9745-4425
Naoko E KatsukiDepartment of General Medicine, Saga University Hospital, Saga 849-8501, Japan.ORCID 0000-0002-9599-5287
Shu-Ichi YamashitaDepartment of Internal Medicine, Heiwadai Hospital, Miyazaki 880-0034, Japan.
Masaki TagoDepartment of General Medicine, Saga University Hospital, Saga 849-8501, Japan.ORCID 0000-0003-1092-1834

Funding

Japanese Society of Hospital General Medicine FY2022, without grant number
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

infectionlactate dehydrogenase levelmachine learningneutrophil percentageplatelet countprediction modelserum ferritin levelundiagnosed feverwhite blood cell count

Identifiers

PMID41827322
PMCPMC12986460

What OpenQuestion holds

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LicenceCC BY
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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.