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Updated: Nov 19, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Does management reasoning constitute the backbone of the clinical learning environment?: Conceptual analysis of the
Dinesh Kumar V1, Aneesh Basheer2
1Department of Anatomy, Jawaharlal Institute of Postgraduate Medical Education and Research, Puducherry, India.
Abstract:
Management reasoning is a paradigm whereby learning occurs in a context bound fashion on analysing the biophysical factors existing in the clinical learning environment. In the contemporary medical education forums, much importance is being laid on clinical reasoning and this warrants the appropriate usage of the biomedical knowledge in arriving at the diagnosis. We perceive that clinical reasoning, in pure sense, often doesn't solve the purpose of rendering the best management plan to the patient. This holds stronger when the case is non-linear and highly complex in nature. Management reasoning fills the gap between hypotheses generation, i.e. accomplishing diagnosis and devising management plan. Indeed, it is a complex activity relying on several factors including the physician's perceptual abilities and situated cognition derived from formal and informal learning experiences. In contrast to clinical reasoning, which can be taught using structured scenarios, management reasoning necessitates analysing multitude of factors revolving around a patient and prioritizing those in order to titrate the best possible management plan. This commentary spotlights different dimensions of management reasoning, emphasizes the need of teaching it in the current scenarios, enlists the ways it can be taught, and opens the platform for discussing further on this underemphasized topic.
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