{"id":"W4366256715","doi":"10.1016/j.jss.2023.02.006","title":"The Role of Collaborative Observational Practice and Feedback-Discourse to Promote Remote Acquisition of Technical Surgical Skills","year":2023,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Ontario Tech University; Université de Montréal","funders":"","keywords":"Checklist; Upload; Dreyfus model of skill acquisition; Observational study; Test (biology); Peer feedback; Medical education; Randomized controlled trial; Psychology; Computer science; Multimedia; Medicine; Cognitive psychology; World Wide Web; Surgery","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":[0.04758787,0.0006489902,0.0005458141,0.001688654,0.005027827,0.005493298,0.002185327,0.002790712,0.005693898],"category_scores_gemma":[0.1844045,0.0005471569,0.0005128038,0.0006415934,0.003768587,0.00466319,0.008272662,0.003649311,0.0007419533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00235223,"about_ca_system_score_gemma":0.01290788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002687803,"about_ca_topic_score_gemma":0.004321798,"domain_scores_codex":[0.942526,0.0475877,0.001496309,0.002228828,0.004718015,0.00144316],"domain_scores_gemma":[0.6397364,0.3210431,0.01158782,0.009491196,0.006772694,0.01136889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001459369,0.01277036,0.04924975,0.00197088,0.0001901862,0.0007606461,0.3991718,0.0009155696,0.004787488,0.0133666,0.005628164,0.5097291],"study_design_scores_gemma":[0.005344879,0.01488458,0.2463783,0.01637061,0.001341997,0.003410431,0.4300642,0.03018101,0.02017301,0.09935557,0.1316695,0.0008259077],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8776345,0.001690624,0.0448274,0.02125929,0.0007167283,0.001360445,0.0000937541,0.0006162495,0.0518009],"genre_scores_gemma":[0.972209,0.0003538695,0.02455066,0.0007395367,0.00009752733,0.0005592659,0.00002687273,0.00004749409,0.001415708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04758787,"threshold_uncertainty_score":0.2516717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05139559481605128,"score_gpt":0.4791861979781903,"score_spread":0.4277906031621391,"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."}}