{"id":"W2014302953","doi":"10.1503/cmaj.1040082","title":"Physicians with depression","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Depression (economics); Psychiatry; Medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009695714,0.0002647904,0.0003093849,0.0004797826,0.002777991,0.0009431796,0.0003555454,0.002849763,0.04177478],"category_scores_gemma":[0.009262016,0.0002642074,0.0002500158,0.0004861127,0.0007113117,0.001232922,0.001162301,0.003390077,0.00904404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001873,"about_ca_system_score_gemma":0.00213424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006648027,"about_ca_topic_score_gemma":0.01447079,"domain_scores_codex":[0.9989261,0.0003005927,0.00007432029,0.0001100548,0.0003090828,0.0002797416],"domain_scores_gemma":[0.9959081,0.0005339396,0.0003845102,0.00008435459,0.0006370957,0.002452019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001297787,0.00004649379,0.004889293,0.00008465796,0.000007164434,0.001108716,0.0004959293,0.00001182684,0.0001250385,0.0007939966,0.9611458,0.03127824],"study_design_scores_gemma":[0.00008026362,0.0001257838,0.03999202,0.0009715951,0.00002522362,0.01362009,0.003816316,0.00007296351,0.0001203815,0.005077495,0.9360682,0.00002963507],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006259432,0.02480816,0.0001883748,0.8973452,0.02152616,0.00004809806,0.0001290012,0.00005200949,0.04964359],"genre_scores_gemma":[0.09976654,0.06105288,0.0008870712,0.739911,0.02876399,0.0001184245,0.0001858458,0.00004457451,0.06926964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04177478,"threshold_uncertainty_score":0.1397505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888511274823797,"score_gpt":0.3582512839433618,"score_spread":0.3393661711951239,"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."}}