{"id":"W2995181344","doi":"10.1016/j.amjsurg.2019.12.010","title":"Struggles with autonomy: Exploring the dual identities of surgeons and learners in the operating room","year":2019,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital; The Wilson Centre; University Health Network","funders":"Association for Surgical Education","keywords":"Autonomy; Opposition (politics); Self-determination theory; Dual (grammatical number); Medical education; Psychology; Medicine; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002667615,0.00006891676,0.0002921931,0.0001588408,0.00007279549,0.00002616799,0.0001057512,0.000008209915,0.00002452945],"category_scores_gemma":[0.0004562626,0.00002885738,0.00004641353,0.0005253768,0.0003952446,0.0001516528,0.00001883106,0.0003591376,0.000001036908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003790637,"about_ca_system_score_gemma":0.0003974952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001224285,"about_ca_topic_score_gemma":0.000003436044,"domain_scores_codex":[0.9988999,0.0001795636,0.0004028643,0.00005724501,0.0003347299,0.0001256508],"domain_scores_gemma":[0.9981734,0.001042296,0.0004467353,0.0001861171,0.0001330818,0.00001839124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001665865,0.00007176476,0.9052776,0.00004298326,0.0001321321,0.00002309161,0.02233807,0.0002765186,0.0006344492,0.0003764734,0.0007606271,0.06989969],"study_design_scores_gemma":[0.000234975,0.0001841311,0.7949122,0.0004280483,0.00006303498,0.0006585232,0.2025802,0.0001224037,0.0002539548,0.00008189792,0.000411073,0.00006954925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920111,0.0001074339,0.00002640443,0.007403728,0.0002066229,0.00008315952,4.213265e-7,0.000002712809,0.0001584083],"genre_scores_gemma":[0.9988805,0.0001015937,0.0001990957,0.0006337403,0.0001145776,0.000005558266,8.012692e-7,0.000008534041,0.00005557853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1802422,"threshold_uncertainty_score":0.1560294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03909517221518539,"score_gpt":0.2871522824065955,"score_spread":0.2480571101914101,"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."}}