{"id":"W3168449484","doi":"10.5489/cuaj.7359","title":"Surgeon burnout: It is time to make solutions a priority","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Burnout; Psychology; Computer science; Medicine; Clinical 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":[0.01773578,0.001110385,0.00200587,0.001759229,0.01495569,0.01664424,0.002726421,0.01655743,0.02808163],"category_scores_gemma":[0.05938494,0.0008325288,0.001831555,0.001505859,0.007894901,0.01650411,0.01307181,0.03621699,0.01329098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005931819,"about_ca_system_score_gemma":0.04233301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008567823,"about_ca_topic_score_gemma":0.01814285,"domain_scores_codex":[0.9838066,0.00617558,0.0007788314,0.001016655,0.004468024,0.003754308],"domain_scores_gemma":[0.8631595,0.02657486,0.005423441,0.004098343,0.02904858,0.07169524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006381975,0.0002060239,0.001858393,0.0008078722,0.00009137879,0.0004407622,0.004244223,0.0000916483,0.0003891842,0.008237129,0.8755841,0.1079855],"study_design_scores_gemma":[0.00006101082,0.0002447441,0.004560666,0.005128162,0.00007472387,0.001147915,0.04109203,0.0001684013,0.0002602013,0.04237762,0.9047248,0.0001597538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001073879,0.01293125,0.000840279,0.9618247,0.01932115,0.0000172595,0.00003656475,0.0001235368,0.003831409],"genre_scores_gemma":[0.06092083,0.07396861,0.009981833,0.7885655,0.04076971,0.0002760526,0.000348363,0.000431782,0.02473738],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02808163,"threshold_uncertainty_score":0.0939424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04882277792575023,"score_gpt":0.3573207983435387,"score_spread":0.3084980204177885,"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."}}