{"id":"W2902364095","doi":"10.2196/11167","title":"Patient Perspective of Cognitive Symptoms in Major Depressive Disorder: Retrospective Database and Prospective Survey Analyses","year":2018,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Treatment of Major Depression","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Major depressive disorder; Depression (economics); Cognition; Clinical psychology; Psychiatry; Medicine; Prospective cohort study; Psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.003297352,0.0002388439,0.0004097914,0.001990096,0.0004673964,0.0009484374,0.0004770322,0.0005903494,0.001055751],"category_scores_gemma":[0.007956814,0.0004138432,0.0007449439,0.003167121,0.0003372052,0.0009116117,0.0009481492,0.0007498923,0.0003620405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005512079,"about_ca_system_score_gemma":0.000541922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007295142,"about_ca_topic_score_gemma":0.008723713,"domain_scores_codex":[0.9970822,0.001257285,0.0005487964,0.0004099737,0.0004699255,0.0002317379],"domain_scores_gemma":[0.9895611,0.002300665,0.005061124,0.0009574306,0.001364864,0.0007546638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006310269,0.00004296357,0.9992009,0.00001035685,0.00004183234,0.00001259941,0.00009100368,0.00002277341,0.00002604091,0.000008230821,0.0001031981,0.0003770257],"study_design_scores_gemma":[0.000009172477,0.0001344239,0.9989679,0.000007368247,0.00002583154,0.0001002062,0.0004224568,0.0001269116,0.00002623455,0.000007203268,0.0001671889,0.000005252683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959995,0.00009531194,0.0001043657,0.00003745591,0.000003283697,0.00006160553,0.00336505,0.000003678861,0.0003298745],"genre_scores_gemma":[0.9961967,0.0000886979,0.0001977975,0.00005281555,0.000005985524,0.0001044813,0.003265562,0.000002441034,0.0000854905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007295142,"threshold_uncertainty_score":0.01743829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07323870876446438,"score_gpt":0.4047780975609659,"score_spread":0.3315393887965015,"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."}}