Evidence map›Paper›PMID 41479775›Full record

ArticleInternational journal of artificial intelligence tools : architectures, languages, algorithms2024

Assessing and Addressing Model Trustworthiness Trade-offs in Trauma Triage.

Douglas A Talbert, Katherine L Phillips, Katherine E Brown, Steve Talbert

Abstract read
In one paragraph

Article in International journal of artificial intelligence tools : architectures, languages, algorithms, 2024. 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

4 authors.

Douglas A TalbertComputer Science, Tennessee Tech University, 1 William L. Jones Dr., Cookeville, TN 38505, USA.
Katherine L PhillipsComputer Science, Tennessee Tech University, 1 William L. Jones Dr., Cookeville, TN 38505, USA.
Katherine E BrownBiomedical Informatics, Vanderbilt University, 2525 West End Ave., Nashville, TN 37203, USA.
Steve TalbertNursing, University of Central Florida, 12201 Research Pkwy., Orlando, FL 32826, USA.

Funding

Making Computerized Trauma Triage Decision Support Accurate and TrustworthyR15LM013824 · NLM · TENNESSEE TECHNOLOGICAL UNIVERSITY · PI TALBERT, DOUGLAS ALAN · 2022 to 2022
$373k
NLM NIH HHS R15 LM013824
6 · The paper itself

Abstract

Trauma triage occurs in suboptimal environments for making consequential decisions. Published triage studies demonstrate the extremes of the complexity/accuracy trade-off, either studying simple models with poor accuracy or very complex models with accuracies nearing published goals. Using a Level I Trauma Center's registry cases (

Indexed as

Machine learningtrauma triagetrustworthy AI

Identifiers

PMID41479775
PMCPMC12755841

What OpenQuestion holds

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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.