{"id":"W4405917695","doi":"10.1080/0164212x.2024.2448121","title":"Effectiveness of Occupational Therapy Mental Health Interventions in a Return-to-Work Context: A Scoping Review","year":2024,"lang":"en","type":"review","venue":"Occupational Therapy in Mental Health","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University Health Network; Laurentian University; University of Toronto","funders":"","keywords":"Occupational therapy; Psychological intervention; Mental health; Context (archaeology); Work (physics); Psychology; Psychotherapist; Medicine; Applied psychology; Psychiatry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01213868,0.0009258668,0.004436025,0.0014042,0.0007956665,0.00002418615,0.0005743486,0.0004829704,0.0005383037],"category_scores_gemma":[0.000148443,0.0007858882,0.0009149725,0.002970661,0.0001026696,0.0001961899,0.0002002742,0.002279488,0.0002410418],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005051719,"about_ca_system_score_gemma":0.01232412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418605,"about_ca_topic_score_gemma":0.0018533,"domain_scores_codex":[0.9812241,0.009646911,0.005468862,0.001195104,0.001046395,0.001418656],"domain_scores_gemma":[0.9944874,0.002002102,0.002150481,0.0006165453,0.0001679266,0.0005755631],"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":[0.001750531,0.0006532272,0.005660567,0.5207255,0.0001303069,0.000004025758,0.00237321,0.000001753761,2.424951e-7,0.0008515707,0.007843351,0.4600056],"study_design_scores_gemma":[0.002137744,0.000786889,0.004002454,0.8630078,0.00001735191,0.000008033383,0.0001741413,0.00000356434,2.669007e-7,0.0001253059,0.129285,0.0004514031],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005198441,0.9650591,0.00004561495,0.002763442,0.00223889,0.02814486,0.001034188,0.00008225005,0.0001117794],"genre_scores_gemma":[0.0005872106,0.9833165,0.0003577466,0.00636385,0.0002460863,0.005254596,0.003562466,0.0001601586,0.0001513348],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4595543,"threshold_uncertainty_score":0.9994592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1986017833456177,"score_gpt":0.5693740957038579,"score_spread":0.3707723123582402,"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."}}