{"id":"W2803911854","doi":"10.1017/s1092852918000913","title":"Assessment in Work Productivity and the Relationship with Cognitive Symptoms (AtWoRC): primary analysis from a Canadian open-label study of vortioxetine in patients with major depressive disorder (MDD)","year":2018,"lang":"en","type":"article","venue":"CNS Spectrums","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arbec Forest Products (Canada); GDI Integrated Facility Services (Canada); Grey Nuns Community Hospital","funders":"Lundbeck Canada; H. Lundbeck A/S","keywords":"Vortioxetine; Major depressive disorder; Cognition; Depressive symptoms; Psychiatry; Clinical psychology; Productivity; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001039601,0.0002130282,0.0005944028,0.0003859995,0.0007396283,0.00002592066,0.0002162091,0.0001017911,0.00007771618],"category_scores_gemma":[0.0002378151,0.0001353302,0.00001453405,0.002191403,0.0002517605,0.0002418379,0.0001507504,0.0008362667,0.000005423763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003465682,"about_ca_system_score_gemma":0.0009054384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2333792,"about_ca_topic_score_gemma":0.8824461,"domain_scores_codex":[0.9967245,0.001262397,0.0005705321,0.0005698598,0.0003074121,0.0005653164],"domain_scores_gemma":[0.9975302,0.001210915,0.0004269762,0.0004402639,0.000192341,0.000199366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002558119,0.0009053729,0.9876245,0.00002970171,0.0002215017,0.000005205965,0.007880673,0.00001970056,9.460562e-8,0.0002609936,0.0000156224,0.0004785419],"study_design_scores_gemma":[0.0238047,0.0005425604,0.9711219,0.0004661525,0.0003316787,9.19347e-8,0.003150717,0.00006453457,4.472393e-7,0.0003426718,0.000007808847,0.0001667327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906888,0.00007374861,0.0001021028,0.00127855,0.00006696514,0.005357621,0.00003314131,0.00001244026,0.002386647],"genre_scores_gemma":[0.9985979,0.000003301619,0.0001992665,0.000279737,0.00006815954,0.0006094407,0.00008969718,0.00002691769,0.0001256184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.649067,"threshold_uncertainty_score":0.7717258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657516090903881,"score_gpt":0.3345811048792436,"score_spread":0.3180059439702048,"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."}}