{"id":"W3207298651","doi":"10.1007/s00420-021-01783-y","title":"Depressive symptoms in helping professions: a systematic review of prevalence rates and work-related risk factors","year":2021,"lang":"en","type":"review","venue":"International Archives of Occupational and Environmental Health","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Medicine; Depressive symptoms; Occupational medicine; Rehabilitation; Risk factor; Depression (economics); Work (physics); Environmental health; Psychiatry; Occupational exposure; Gerontology; Physical therapy; Internal medicine; Cognition","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005199969,0.001164085,0.008205183,0.008251806,0.0004906944,0.002327085,0.001474945,0.001466997,0.003010176],"category_scores_gemma":[0.01879618,0.001066701,0.009819377,0.009345405,0.0007862756,0.001716371,0.001718912,0.001118771,0.0001657918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001782677,"about_ca_system_score_gemma":0.005380259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009980922,"about_ca_topic_score_gemma":0.0383198,"domain_scores_codex":[0.9949511,0.0009043271,0.00276321,0.0005592253,0.0006700045,0.000152154],"domain_scores_gemma":[0.9858155,0.00949791,0.003497961,0.000219413,0.0007651819,0.0002040894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003836553,0.0000323724,0.006606451,0.9190381,0.03274818,0.00008096987,0.0002834061,0.00008089855,0.0001394349,0.0001190965,0.0009953126,0.03949217],"study_design_scores_gemma":[0.0006028909,0.0003012727,0.04694175,0.6646857,0.2710525,0.0006200487,0.0007856709,0.0001213873,0.0001618468,0.0003373457,0.01427494,0.0001145901],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002218765,0.9969344,0.00007028115,0.00006509248,0.00004062866,0.0001007072,0.0004956109,0.000003723735,0.00007078058],"genre_scores_gemma":[0.02804456,0.9704612,0.0005599232,0.0002838699,0.00003912959,0.0002189823,0.0003271164,0.000005026848,0.00006013318],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009980922,"threshold_uncertainty_score":0.02750039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05952346620338701,"score_gpt":0.4375263744289462,"score_spread":0.3780029082255592,"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."}}