{"id":"W4282919258","doi":"10.1177/08404704221092953","title":"The pathway from mental health, leaves of absence, and return to work of health professionals: Gender and leadership matter","year":2022,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Mental health; Mentorship; Absenteeism; Psychology; Work (physics); Burnout; General partnership; Nursing; Medical education; Medicine; Social psychology; Political science; Psychiatry; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003656945,0.0003352792,0.0008116893,0.0002734773,0.004679997,0.0000142504,0.0004243539,0.0001336226,0.000364881],"category_scores_gemma":[0.00003934698,0.0002522872,0.00008766811,0.0005579955,0.0001658471,0.0000962925,0.001545826,0.00106938,0.00001723866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00034514,"about_ca_system_score_gemma":0.0006979124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002848946,"about_ca_topic_score_gemma":0.0007439475,"domain_scores_codex":[0.9916288,0.003224949,0.001927595,0.0007215365,0.00103016,0.001466991],"domain_scores_gemma":[0.9967612,0.0007221152,0.001200096,0.0006735654,0.0001375816,0.000505438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007385077,0.0002700987,0.540951,0.00854608,0.0001651562,0.000005673179,0.03511905,0.000002559731,0.0000104974,0.01797988,0.205664,0.1905475],"study_design_scores_gemma":[0.001328224,0.0005450954,0.3992751,0.005087843,0.0000103412,0.000002388459,0.3703548,0.00002589072,0.000008693392,0.003619822,0.2193784,0.0003633997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1320443,0.0804022,0.0001381653,0.7737903,0.002987141,0.00835464,0.001132334,0.0000991811,0.001051695],"genre_scores_gemma":[0.9267667,0.00293057,0.0009991474,0.06337409,0.0001119876,0.0009415576,0.0001446576,0.00007038201,0.004660902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7947224,"threshold_uncertainty_score":0.9999929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156124021937367,"score_gpt":0.3892010845798754,"score_spread":0.2735886823861388,"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."}}