{"id":"W4313305089","doi":"10.3233/wor-211301","title":"Family physicians’ sick-listing practices in relation to mental disorders: A descriptive study","year":2022,"lang":"en","type":"article","venue":"Work","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université TÉLUQ; Université du Québec à Montréal","funders":"","keywords":"Sick leave; Certification; Descriptive statistics; Family medicine; Medicine; Listing (finance); Mental health; Descriptive research; Duration (music); Psychology; Psychiatry; Nursing; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001385484,0.000144442,0.0002427038,0.000150925,0.001898437,0.00001115583,0.0002011534,0.00006240542,0.0002934246],"category_scores_gemma":[0.0004202237,0.0001404606,0.00003669718,0.0009130458,0.00001420506,0.0001900648,0.0004192635,0.001258327,0.0001272144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005983679,"about_ca_system_score_gemma":0.0002647041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004748778,"about_ca_topic_score_gemma":0.00247175,"domain_scores_codex":[0.9961197,0.001974841,0.0005280477,0.0003923739,0.0004782962,0.0005067235],"domain_scores_gemma":[0.9984254,0.0006851607,0.0005084063,0.0002340647,0.00005473129,0.00009224285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003372293,0.0007499334,0.8232957,0.00004227972,0.00001747662,0.00001053056,0.1316813,0.0001101902,0.00008263021,0.0001991268,0.005076425,0.03839716],"study_design_scores_gemma":[0.0007005986,0.0002418621,0.6268801,0.0006943088,0.000008929064,1.10351e-7,0.3517015,0.00007693627,4.355782e-7,0.0002969719,0.01924447,0.0001537741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983243,0.0005121591,0.00003802945,0.006560045,0.001873286,0.0025755,0.00002571618,0.00007710147,0.005095187],"genre_scores_gemma":[0.9938976,0.00001774198,0.0003585622,0.002145887,0.0002723481,0.001483522,0.00002973458,0.00002884743,0.001765808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2200202,"threshold_uncertainty_score":0.999401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1240249412742419,"score_gpt":0.4539882130392464,"score_spread":0.3299632717650045,"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."}}