{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001769041,0.0001563916,0.0002395868,0.0006912842,0.004925146,0.002797582,0.000434489,0.0008513242,0.003138654],"category_scores_gemma":[0.006915166,0.0002950651,0.0003443451,0.0003724454,0.001812418,0.00131191,0.003777046,0.001824652,0.0002115101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002030851,"about_ca_system_score_gemma":0.005132504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01502341,"about_ca_topic_score_gemma":0.03965178,"domain_scores_codex":[0.9980139,0.0008505717,0.00008889131,0.00009176928,0.0002101123,0.0007448167],"domain_scores_gemma":[0.9953323,0.001784025,0.001002956,0.00009477756,0.0004208824,0.001365095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000148673,0.0004170016,0.83271,0.0001440085,0.0000310353,0.002231699,0.1313558,0.0001549179,0.001041359,0.001339225,0.001263764,0.02916248],"study_design_scores_gemma":[0.00001192732,0.0002552634,0.5215439,0.0002456499,0.00001419266,0.001674994,0.4699373,0.0001901608,0.0003811544,0.001301683,0.004401432,0.0000424347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994344,0.0002990322,0.0002339258,0.003035726,0.00003228168,0.00001881968,0.00004165092,0.000004066953,0.001990528],"genre_scores_gemma":[0.9991174,0.0001952274,0.0001236174,0.0001886529,0.00001109642,0.00001030812,0.00001928226,0.000001740213,0.0003326674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01502341,"threshold_uncertainty_score":0.02987194,"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."}}