{"id":"W3094423545","doi":"10.1016/j.amjsurg.2020.10.024","title":"Surgical autonomy: A resident perspective and the balance of teacher development with operative independence","year":2020,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Massachusetts General Hospital","keywords":"Autonomy; Independence (probability theory); Thematic analysis; Psychology; Focus group; Perspective (graphical); Medicine; Social psychology; Medical education; Political science; Qualitative research; Sociology; Mathematics; Social science","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":[0.00457772,0.0001932869,0.0002557356,0.0007599497,0.002987359,0.004696941,0.0007588078,0.002083396,0.004007616],"category_scores_gemma":[0.009680131,0.0001424112,0.0001520858,0.0003222291,0.01022498,0.003133729,0.003642467,0.004898348,0.0003284556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003511894,"about_ca_system_score_gemma":0.009132482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004877961,"about_ca_topic_score_gemma":0.01797823,"domain_scores_codex":[0.9966355,0.001984464,0.00009228874,0.0001691947,0.0005288844,0.0005895852],"domain_scores_gemma":[0.9903952,0.004188357,0.000749932,0.0001525718,0.001327114,0.003186708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002095153,0.0004028281,0.0445472,0.0005735493,0.00005361349,0.003123712,0.154039,0.0007974354,0.001553557,0.5720385,0.06374284,0.1589184],"study_design_scores_gemma":[0.00009046034,0.0005862555,0.05756811,0.002252335,0.00006846367,0.008690926,0.3918751,0.001109139,0.001860112,0.1604591,0.3753255,0.0001144731],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2050429,0.01963955,0.004536319,0.6128024,0.002579501,0.00001970542,0.00006521629,0.00003583294,0.1552785],"genre_scores_gemma":[0.97821,0.006465209,0.0007405067,0.008513156,0.0007273908,0.00001181786,0.000009401966,0.00002392433,0.005298526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004877961,"threshold_uncertainty_score":0.02548069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03701358891303687,"score_gpt":0.3020524865615115,"score_spread":0.2650388976484746,"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."}}