{"id":"W2112076240","doi":"10.1177/070674370605100203","title":"Managing Depression-Related Occupational Disability: A Pragmatic Approach","year":2006,"lang":"en","type":"review","venue":"The Canadian Journal of Psychiatry","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Harm; Medical model of disability; Competence (human resources); Context (archaeology); Psychology; Depression (economics); Occupational stress; Medicine; Clinical psychology; Psychiatry; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004284899,0.0003523784,0.001077491,0.0004641373,0.002152802,0.00007539609,0.001028909,0.000572302,0.0009093044],"category_scores_gemma":[0.0003556751,0.0001987451,0.0006173248,0.000728475,0.0002530896,0.0002227455,0.00004755437,0.004040373,0.0002201158],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008562695,"about_ca_system_score_gemma":0.02625335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009152464,"about_ca_topic_score_gemma":0.06714357,"domain_scores_codex":[0.9933031,0.003080259,0.001955221,0.0002570992,0.0007231356,0.0006811919],"domain_scores_gemma":[0.995029,0.001298663,0.002207301,0.0005919849,0.0003447627,0.0005282782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001212053,0.0003410522,0.04035643,0.03532204,0.00199342,0.0000494528,0.001045448,0.000164975,2.266883e-8,0.03339327,0.2300797,0.657133],"study_design_scores_gemma":[0.0004067605,0.0000335061,0.001547729,0.01030557,0.0006658427,0.0001784391,0.0003969633,0.00003129745,1.24674e-9,0.0206144,0.9655762,0.0002432388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002028384,0.9783064,0.00008256188,0.004390154,0.002885224,0.001238615,0.00009926061,0.00001139307,0.01296609],"genre_scores_gemma":[0.0001505176,0.9890146,0.003455756,0.000486306,0.00329391,0.0001234822,0.0002383351,0.0001263792,0.003110708],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7354966,"threshold_uncertainty_score":0.9991463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099861455360465,"score_gpt":0.4648738222438351,"score_spread":0.3548876767077885,"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."}}