Evidence first
Every report starts with a video-quality gate and downgrades confidence when camera angle, occlusion, or landmark quality is weak.
Coach-facing
Reports focus on technical scoring, training prescriptions, next-session metrics, and same-template history comparison.
Private by default
Scripts process local videos and reports use anonymized child identity by default.
Professional Reference Base
PoseAnalysis is grounded in official sport rules, pose-estimation research, and youth training guidance. These sources shape terminology, scoring rubrics, and safety boundaries.