{"id":"W3023482877","doi":"10.1503/cjs.004319","title":"Distress in orthopedic trainees and attending surgeons: a Canadian national survey","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Orthopedic surgery; Distress; Family medicine; Health care; Physical therapy; Emergency medicine; General surgery; Psychiatry; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003570575,0.0001694854,0.0005437202,0.0008822176,0.0005657512,0.00002551364,0.0001521507,0.000225507,0.0007456655],"category_scores_gemma":[0.00479977,0.0001532222,0.00009121208,0.0005724371,0.00008624746,0.0002255036,0.00001672453,0.001063862,0.00001406712],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005157609,"about_ca_system_score_gemma":0.02247776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.661788,"about_ca_topic_score_gemma":0.9775072,"domain_scores_codex":[0.9965755,0.0009452217,0.001084995,0.0001995402,0.0003322825,0.0008625104],"domain_scores_gemma":[0.9932855,0.002438265,0.0003578005,0.0000778234,0.0005637537,0.003276826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002211192,0.000004400744,0.9690692,0.0001356283,0.00001690077,0.0005024834,0.001526384,0.000004350773,0.000002339364,0.0001095032,0.0225967,0.006009941],"study_design_scores_gemma":[0.0002645592,0.0000132839,0.9690995,0.001645849,0.000004949148,0.00002362633,0.001869316,0.00005625653,4.222878e-7,0.00008794339,0.0267714,0.000162934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620134,0.003597722,0.000009158282,0.03119865,0.001301331,0.0002068572,0.0008893663,0.000006860417,0.0007766516],"genre_scores_gemma":[0.9936777,0.0003809809,0.00002231454,0.005275354,0.000443196,0.000009292444,0.00007545517,0.00002559414,0.00009010436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3157191,"threshold_uncertainty_score":0.9830639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1986505519909184,"score_gpt":0.397752371018698,"score_spread":0.1991018190277795,"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."}}