Policy / Governance

• GDPR, IRB / ethics boards

• Data-sharing & collaboration agreements

People / Organisations

• Endoscopists, patients

• Clinic management, DPO/IRB

• Supervising professor, research team

Processes

• Consent & data-handling SOPs

• Labeling protocol

• Model-review meetings

• Incident reporting

Tools-in-Use

• Clinical workflow & report templates

• Training materials

• Audit logs

Data Sources

• Public endoscopy datasets (img/video)

• Preprocessing + augmentation pipelines

Model

• YOLOv8 detection model

• Thresholding & confidence scoring

Evaluation

• Sensitivity/recall, precision, F1

• Per-site / per-device stratification

Runtime

• Offline prototype scripts

• Experiment tracking (seeds, configs, logs)

• Reproducible environment