Evidence map›Paper›PMID 41594246›Full record

ArticleDiagnostics (Basel, Switzerland)2026

A Real-Time Dynamic Warning Method for MODS in Trauma Sepsis Patients Based on a Pre-Trained Transfer Learning Algorithm.

Jiahe Wen, Guanjun Liu, Panpan Chang, Pan Hu, Bin Liu, Chunliang Jiang, Xiaoyun Xu, Jun Ma, Guang Zhang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 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

9 authors.

Jiahe WenAcademy of Military Sciences of the People's Liberation Army Institute of Systems Engineering, Tianjin 300161, China.
Guanjun LiuAcademy of Military Sciences of the People's Liberation Army Institute of Systems Engineering, Tianjin 300161, China.ORCID 0000-0002-3654-6908
Panpan ChangTrauma Medicine Center, Peking University People's Hospital, Beijing 100044, China.
Pan HuTrauma Medicine Center, Peking University People's Hospital, Beijing 100044, China.
Bin LiuDepartment of Infectious Diseases, Characteristic Medical Center of Chinese People's Armed Police Forces, Tianjin 300162, China.
Chunliang JiangSchool of Control Science and Engineering, Tiangong University, Tianjin 300387, China.ORCID 0000-0003-1531-6289
Xiaoyun XuAcademy of Military Sciences of the People's Liberation Army Institute of Systems Engineering, Tianjin 300161, China.
Jun MaAcademy of Military Sciences of the People's Liberation Army Institute of Systems Engineering, Tianjin 300161, China.
Guang ZhangAcademy of Military Sciences of the People's Liberation Army Institute of Systems Engineering, Tianjin 300161, China.

Funding

Tianjin Key Medical Discipline Construction Project TJYXZDXK-3-001D
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

interpretable modelmultiple organ dysfunction syndromepre-trainsepsistransfer learningtrauma

Identifiers

PMID41594246
PMCPMC12840517

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.