Effective prompt design for large language models in clinical practice

LLMs offer efficiency gains while requiring careful implementation. Physicians must develop prompt engineering competency, combining structured frameworks, RAG grounding strategies, and persistent human oversight for safe clinical integration. Prompt engineering literacy represents an essential emerging clinical skill.

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Publication Details

Journal
Acta Clinica Belgica
Published
2026-01-12
DOI
https://doi.org/10.1080/17843286.2026.2613903
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Effective prompt design for large language models in clinical practice

Steven FJ Callens
Acta Clinica Belgica
Artificial Intelligence in Healthcare and Education
article

Effective prompt design for large language models in clinical practice

Steven FJ Callens
article en

Abstract

LLMs offer efficiency gains while requiring careful implementation. Physicians must develop prompt engineering competency, combining structured frameworks, RAG grounding strategies, and persistent human oversight for safe clinical integration. Prompt engineering literacy represents an essential emerging clinical skill.

Acta Clinica BelgicaVol. 81(2)
Ghent University Hospital (BE), Belgian Society of Medical Oncology (BE)
Quality Education
Openalex Percentile: Top 91%
Artificial Intelligence in Healthcare and Education
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Effective prompt design for large language models in clinical practice — Steven FJ Callens · Acta Clinica Belgica (2026) | TGRS Research Map | TGRS