AI in Healthcare Prompt Thinking for Clinicians Practical Lesson for Doctors Dear Colleagues, AI in healthcare is not a magic oracle. It is a probabilistic reasoning assistant . The quality of its output depends directly on the clarity, structure, and clinical precision of your prompt . Better Prompt → Better Context → Better Clinical Output Why Prompt Clarity Is Critical AI systems: Do not “see” your patient Do not infer missing data reliably Do not replace clinical judgment If inputs are vague, outputs will be vague. If inputs are structured, outputs become clinically actionable. Garbage in = Hallucination out. Structured in = Safe assistive reasoning out. The C.L.E.A.R. Prompt Framework for Doctors Use this mental checklist before prompting AI: C – Context (Clinical Background) Always include: Age, Gender Setting (OPD/IPD/ICU/ER) Key symptoms (duration, severity) Vital signs Relevant labs/imaging Comorbidities Current medications 🔎 AI cannot guess missing clinical context. L ...
MEMORANDUM To: The Principal Health Secretary, Government of Andhra Pradesh The Hon’ble Health Minister, Government of Andhra Pradesh The Hon’ble Chief Minister, Government of Andhra Pradesh The Hon’ble Home Minister, Government of Andhra Pradesh The Home Secretary, Government of Andhra Pradesh Subject: Advocacy for Ease of Doing Medical Profession & Simplified Regulatory Framework for Small Healthcare Establishments in line with GOI Deregulation Reforms Respected Sir/Madam, In light of the Government of India’s Deregulation 2.0 initiative, particularly the reform measures aimed at simplifying medical practitioners’ registration/NOC processes and appointing a single nodal agency for healthcare licenses, we respectfully submit the following for consi...