{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008310826,0.000163567,0.0002509862,0.001552001,0.0009630793,0.0006224218,0.0003524408,0.0003674175,0.001900842],"category_scores_gemma":[0.00166002,0.0002418239,0.0003195242,0.001619995,0.00051466,0.0005752498,0.0005692087,0.0003643918,0.0001812651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002857494,"about_ca_system_score_gemma":0.001909825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2547478,"about_ca_topic_score_gemma":0.374553,"domain_scores_codex":[0.9994788,0.00008184289,0.00006855212,0.00006747426,0.0001462388,0.0001572592],"domain_scores_gemma":[0.9981207,0.000391854,0.0007511384,0.00004340534,0.0003498229,0.0003430498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003027828,0.00007495746,0.9950948,0.00003127306,0.00001278549,0.0001250964,0.003103001,0.00001421293,0.0001158983,0.00001272191,0.0001461968,0.001238927],"study_design_scores_gemma":[0.000001926694,0.00008982082,0.9943503,0.00002016572,0.000005492671,0.0001078606,0.005155332,0.00004970828,0.00001869449,0.000004450379,0.000191118,0.000005239329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991475,0.0001231091,0.00002715722,0.00003269752,0.000001181811,0.00002390615,0.0003406002,0.000001327118,0.0003024562],"genre_scores_gemma":[0.9993175,0.0001300184,0.00004896877,0.00003538405,0.000002630945,0.00002403843,0.0002454175,8.103762e-7,0.0001952753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2547478,"threshold_uncertainty_score":0.5065299,"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."}}