{"id":"W4408298132","doi":"10.1017/gmh.2025.19.pr2","title":"Review: Addressing the mental health needs of healthcare professionals in Africa: a scoping review of workplace interventions — R0/PR2","year":2024,"lang":"en","type":"review","venue":"","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Dalhousie University","funders":"","keywords":"Psychological intervention; Mental healthcare; Mental health; Health care; Health professionals; Nursing; Psychology; Medicine; Political science; Psychiatry","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":[0.00545965,0.001698545,0.005649835,0.01044874,0.001189132,0.003589782,0.001827574,0.00278651,0.007587234],"category_scores_gemma":[0.02794181,0.0009444688,0.004487652,0.01123439,0.0009416321,0.002769334,0.002160584,0.001613275,0.000642857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003206557,"about_ca_system_score_gemma":0.01404911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007030861,"about_ca_topic_score_gemma":0.02021378,"domain_scores_codex":[0.9960877,0.001342002,0.001306957,0.0002627273,0.0008130624,0.0001875367],"domain_scores_gemma":[0.9850094,0.01141497,0.00199018,0.0001813699,0.001183857,0.0002201573],"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":[0.00007329749,0.0000220703,0.0001739391,0.9173556,0.001227058,0.00009503194,0.0002887051,0.000070155,0.0001663185,0.0002918738,0.002574181,0.07766163],"study_design_scores_gemma":[0.00004710382,0.00007740574,0.001078891,0.9661548,0.006942969,0.0001861679,0.0003437073,0.00003552535,0.0001052675,0.0002006401,0.02481413,0.00001338198],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004205232,0.9981815,0.0001108273,0.0002772213,0.0001636548,0.0002869572,0.0001137725,0.000006677519,0.0004388144],"genre_scores_gemma":[0.002620412,0.996265,0.000264758,0.0002853714,0.0000579067,0.0003247669,0.00006647785,0.000002547258,0.0001127564],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01044874,"threshold_uncertainty_score":0.02887374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3912610248416893,"score_gpt":0.5902982822632263,"score_spread":0.199037257421537,"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."}}