Evidence map›Paper›PMID 40958095›Full record

ArticlePhilosophy, ethics, and humanities in medicine : PEHM2025

The logic of medical reasoning: toward an integrated inductive, deductive, and abductive approach to clinical practices.

Ahti-Veikko Pietarinen, Donald E Stanley

Abstract read
In one paragraph

Article in Philosophy, ethics, and humanities in medicine : PEHM, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

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

2 citing papers in PubMed.

  1. Article
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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

2 authors.

Ahti-Veikko PietarinenHong Kong Baptist University, Hong Kong, China. pietarinen@hkbu.edu.hk.
Donald E StanleyMaine Medical Center, Portland, Maine, United States.

Funding

Hong Kong Baptist University RC-FNRA-IG/22-23/ARTS/01
6 · The paper itself

Abstract

introductionThis study explored the logical underpinnings of medical reasoning, focusing on the integration of abduction, deduction, and induction within clinical decision-making. It aimed to highlight the role of abduction in generating hypotheses, particularly in complex cases that defy standard protocols, and to examine the synergy between human expertise and AI-assisted tools in enhancing diagnostic accuracy.

methodsThe research employed a qualitative approach, analyzing philosophical theories and integrating them with clinical case studies. The study examined the interplay of logical processes in medical diagnostics and the application of abduction in rare and novel cases. Additionally, the potential of AI-assisted tools to support clinical reasoning and reduce diagnostic noise was explored.

resultsAbduction was identified as a critical yet often underappreciated element in medical reasoning essential for hypothesis generation. Deduction refines hypotheses against established medical knowledge, while induction validates decisions through empirical data. AI-assisted tools were found to enhance diagnostic accuracy by reducing noise, although they did not engage in the musement or genuine abductions that characterize human clinical reasoning. DISCUSSION: The study concluded that a triadic approach to clinical reasoning, incorporating abduction, deduction, and induction, is essential for effective medical diagnostics. In particular, abduction plays a pivotal role in navigating the complexities of clinical decision-making. The integration of AI tools can reduce noise and improve diagnostic processes, but the essential human elements of insight and judgment remain irreplaceable in patient care.

Indexed as

Clinical Decision-MakingClinical ReasoningLogicArtificial IntelligenceHumansQualitative ResearchAbduction in medical reasoningDeductionInductionLogic and reasoningNoise hygienePhilosophy of diagnostics

Identifiers

PMID40958095
PMCPMC12442275

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