{"id":"W4390059135","doi":"10.1007/s44186-023-00207-4","title":"Surgical Exploration and Discovery (SEAD): perspectives on student-led debriefs in undergraduate surgical education","year":2023,"lang":"en","type":"article","venue":"Global Surgical Education - Journal of the Association for Surgical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Shriners Hospitals for Children - Canada; McGill University","funders":"","keywords":"Debriefing; Facilitator; Medical education; Medicine; Experiential learning; Psychology; Nursing; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03652659,0.0007109061,0.0004424749,0.001129643,0.01701555,0.01426498,0.002372345,0.004955654,0.005719034],"category_scores_gemma":[0.08562655,0.0005769512,0.0005539643,0.0005597448,0.01173193,0.004666307,0.01605615,0.01417646,0.0008197684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008578321,"about_ca_system_score_gemma":0.01833318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005008577,"about_ca_topic_score_gemma":0.01454033,"domain_scores_codex":[0.9551952,0.03630501,0.0007618163,0.0008135946,0.00249674,0.004427649],"domain_scores_gemma":[0.8929423,0.06467044,0.005810048,0.001809834,0.009476352,0.02529105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001439681,0.0004990108,0.008267655,0.0002174042,0.00002054369,0.001259268,0.9228846,0.000262511,0.001125733,0.01478414,0.01116748,0.03936762],"study_design_scores_gemma":[0.00001723363,0.0001396279,0.002854031,0.0003729594,0.000006109369,0.0005626098,0.9482492,0.0002821779,0.0004375119,0.002941233,0.04409268,0.00004458074],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7747548,0.002610652,0.01341552,0.1271157,0.003570782,0.0004488938,0.0001075928,0.0002040697,0.07777199],"genre_scores_gemma":[0.9827616,0.0008485408,0.002253979,0.006179906,0.0002505325,0.0001729367,0.0000253101,0.00007370517,0.007433658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03652659,"threshold_uncertainty_score":0.1931734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381339484925738,"score_gpt":0.3930439923344656,"score_spread":0.3692305974852083,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}