{"id":"W2898568014","doi":"10.1097/jom.0000000000001486","title":"Toward Effective Work Accommodations for Depression","year":2018,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lundbeck Canada; H. Lundbeck A/S","keywords":"Depression (economics); Work (physics); Psychology; Medicine; Engineering; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005940275,0.0005436502,0.0003876134,0.001371062,0.002943372,0.002680261,0.002828515,0.002202191,0.005770644],"category_scores_gemma":[0.01516698,0.0003756206,0.0007228113,0.0006045682,0.001495496,0.002313281,0.008216409,0.002442293,0.00112995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149324,"about_ca_system_score_gemma":0.008221649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001537407,"about_ca_topic_score_gemma":0.003332883,"domain_scores_codex":[0.9961778,0.002266799,0.0001322687,0.0002489681,0.0005328644,0.0006412523],"domain_scores_gemma":[0.9930346,0.001932882,0.001020542,0.0004519269,0.0005782475,0.002981826],"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":[0.0002606181,0.006725796,0.0304024,0.001973097,0.00009167177,0.0007439593,0.01904898,0.003917926,0.002722334,0.02648149,0.0750209,0.8326109],"study_design_scores_gemma":[0.001327567,0.005381743,0.205519,0.008498366,0.0002908873,0.001826582,0.1814517,0.01460271,0.004265521,0.1551247,0.4214087,0.0003025681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4607979,0.01124832,0.0961085,0.2894535,0.002922819,0.002384486,0.0003000641,0.001890953,0.1348934],"genre_scores_gemma":[0.8833404,0.003817479,0.0949238,0.00607853,0.0007318038,0.002549022,0.0001966797,0.000073118,0.008289071],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.005940275,"threshold_uncertainty_score":0.03141552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04871427592278377,"score_gpt":0.4068631803566474,"score_spread":0.3581489044338636,"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."}}