Evidence map›Paper›PMID 41226019›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Early Sepsis Prediction Using Publicly Available Data: High-Performance AI/ML Models with First-Hour Clinical Information.

Hao Wang, Destiny Pounds, Wenhui Zhang, Alaa Y Mokbel, Md Niamul Kabir, Xin Yao Lin, April Highlander, Iman Dehzangi

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 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Observational
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

8 authors.

Hao WangDepartment of Emergency Medicine, JPS Health Network, 1500 S. Main St., Fort Worth, TX 76104, USA.ORCID 0000-0002-5105-0951
Destiny PoundsDepartment of Biomedical Data Science, School of Applied Computational Sciences, Meharry Medical College, Nashville, TN 37203, USA.ORCID 0009-0003-4936-8455
Wenhui ZhangCenter for Data Science, Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd, Atlanta, GA 30322, USA.ORCID 0000-0001-9328-2315
Alaa Y MokbelDepartment of Neuroscience, Georgetown University Medical Center, New Research Building, 3970 Reservoir Rd, NW, Washington, DC 20057, USA.
Md Niamul KabirDepartment of Natural Science, College of Arts & Science, Albany State University, 504 College Drive, Albany, GA 31705, USA.ORCID 0000-0002-1744-3735
Xin Yao LinWeill Cornell Medicine, 420 East 70th Street, Office LH-303, New York, NY 10021, USA.ORCID 0000-0002-1244-5387
April HighlanderDepartment of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI 02912, USA.ORCID 0000-0002-4844-1548
Iman DehzangiDepartment of Computer Science, Center for Computational and Integrative Biology, Rutgers University, Camden, NJ 08102, USA.

Funding

AIM-AHEAD Coordinating Center - All Four CoresOT2OD032581 · OD · UNIVERSITY OF NORTH TEXAS HLTH SCI CTR · PI Paul Avillach, Bettina M. Beech · 2021 to 2026
$168.7M
Research Training in Childhood Stress, Trauma, and ResilienceT32HD101392 · NICHD · MIRIAM HOSPITAL · PI PARADE, STEPHANIE HART, STROUD, LAURA R · 2020 to 2024
$1.7M
National Institute of Health AIM-AHEAD Bridge2AI #1OT2OD032581NICHD NIH HHS T32 HD101392NIH Childhood Stress, Trauma, and Resilience (STAR) T32 program #T32HD101392NIH HHS OT2 OD032581
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AI/MLalgorithmearly detectionsepsis

Identifiers

PMID41226019
PMCPMC12609143

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.