Evidence map›Paper›PMID 39941233›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Development and Validation of a Machine Learning Model for Early Prediction of Sepsis Onset in Hospital Inpatients from All Departments.

Pierre-Elliott Thiboud, Quentin François, Cécile Faure, Gilles Chaufferin, Barthélémy Arribe, Nicolas Ettahar

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Machine Learning and Deep Learning Models for Early Sepsis Prediction: A Scoping Review.Indian journal of critical care medicine : peer-reviewed, official publication of Indian Society of Critical Care Medicine · 2025
    Review
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

6 authors.

Pierre-Elliott ThiboudPREVIA MEDICAL, 69007 Lyon, France.ORCID 0000-0002-4016-6713
Quentin FrançoisPREVIA MEDICAL, 69007 Lyon, France.
Cécile FaurePREVIA MEDICAL, 69007 Lyon, France.ORCID 0000-0002-6463-1210
Gilles ChaufferinALLYANE, 69004 Lyon, France.
Barthélémy ArribePREVIA MEDICAL, 69007 Lyon, France.
Nicolas EttaharService de Maladies Infectieuses et Tropicales, Centre Hospitalier de Valenciennes, 59300 Valenciennes, France.ORCID 0000-0003-0815-973X

Funding

Bpifrance NA
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

algorithmearly predictionmachine learningsepsis

Identifiers

PMID39941233
PMCPMC11817331

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.