Surgery Evaluation Template

Stanford-grade Surgical Skills & Pre-operative Assessment feedback template.

Category

evaluation (non-provisioned, no infrastructure)

Overview

This template configures an AI feedback pipeline for surgical skills and pre-operative assessment transcripts. It uses a multi-pass analysis approach based on established surgical education frameworks:

• ACGME Surgery Milestones 2.0 for competency benchmarking
• Entrustable Professional Activities (EPAs) for Surgery for entrustment-level classification
• WHO Surgical Safety Checklist for safety systems feedback
• NOTSS (Non-Technical Skills for Surgeons) for non-technical skill assessment
• Surgical timeout and informed consent frameworks for procedural safety

Analysis Passes

Pass	Weight	Focus
Preoperative Assessment	25%	Surgical history, indications, ASA classification, consent elements, NPO, medications, thromboprophylaxis
Surgical Decision-Making	25%	Indication appropriateness, timing, approach selection, evidence-based planning, risk stratification
Communication & Consent	20%	Stanford 5-element informed consent, patient understanding, family communication, surgical brief, teach-back
Safety Systems	15%	WHO checklist, patient ID, site marking, antibiotics, equipment, blood availability, time-out, fire risk
Postoperative Planning	10%	Post-op orders, pain management, DVT prophylaxis, diet, activity, wound care, follow-up, discharge criteria
Synthesis	5%	Overall EPA entrustment level, NOTSS equivalent, strengths, improvements, learning goals

EPA Entrustment Levels

Score	Level	Description
9.0+	5	Can supervise others
7.5+	4	Can practice independently
6.0+	3	Can execute with reactive supervision
4.0+	2	Can execute with proactive supervision
0-4.0	1	Observation only

Default Configuration

• Model: claude-sonnet-4-5-20250929
• Temperature: 0.2
• Max Tokens: 4096