Evidence map›Paper›PMID 42649648›Full record

ArticleEntropy (Basel, Switzerland)2026

Axioms of Diagnostic Urgency: A Characterization Theorem.

Pedram Safari, Amal Mohamed, Shuhan He

Abstract read
In one paragraph

Article in Entropy (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.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

3 authors.

Pedram SafariMGH Institute of Health Professions, Boston, MA 02129, USA.ORCID 0000-0002-0786-1415
Amal MohamedDepartment of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.ORCID 0009-0006-0281-8625
Shuhan HeMGH Institute of Health Professions, Boston, MA 02129, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Diagnostic prioritization, deciding which diagnoses in a differential should be evaluated first, is fundamental to emergency medicine but lacks a formal foundation. We model diagnostic urgency using four parts of a diagnostic scenario: outcome distribution, irreversibility, preventable treatment benefit, and time lost as treatment effectiveness decays. We propose six axioms: four monotonicity conditions, coordinate independence, and continuity. We then prove a representation theorem: any urgency function satisfying these axioms and the stated regularity conditions can be represented by an additive score with one component for each part. We also give one axiom-valid construction using expected severity, an irreversibility index, directional preventable expected severity, and hyperbolic temporal decay. The theorem-aligned score is the primary urgency measure throughout; we report a severity-weighted entropy score separately as an exploratory enrichment, characterizing exactly the simplex sub-region on which it respects the severity-dominance axiom. The theorem-aligned score correlates with DALY-derived condition weights across 42 emergency conditions (r=0.934) and, in a retrospective MIMIC-IV v2.2 condition-level criterion-validity analysis, with in-hospital mortality (r=0.684, 95% CI [0.494, 0.837]) and ICU admission (r=0.637); the entropy enrichment correlates with mortality at r=0.747, but its incremental value over the theorem-aligned score is not statistically significant (ΔR2=0.04, p=0.11). The score separates higher- from lower-acuity conditions (AUC = 0.96 across 42 conditions). The framework gives a formal basis for studying the clinical principle of "ruling out the dangerous diagnoses first"; it is not yet a prospectively validated clinical decision rule.

Indexed as

clinical decision supportdiagnostic urgencyemergency medicineentropyinformation theorymultiattribute utilityrepresentation theorem

Identifiers

PMID42649648
PMCPMC13512457

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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.