{"id":"W2437428178","doi":"10.1017/s1092852900022732","title":"Descriptive Epidemiology of Affective Disorders in Multiple Sclerosis","year":2005,"lang":"en","type":"article","venue":"CNS Spectrums","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Epidemiology; Population; Logistic regression; Medicine; Psychiatry; Demography; Association (psychology); Gerontology; Clinical psychology; Psychology; Environmental health; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005083057,0.0001052395,0.0001639999,0.002134204,0.0003476002,0.0005545441,0.0003488104,0.0001666521,0.001654452],"category_scores_gemma":[0.002440853,0.0001120828,0.0001943584,0.002976735,0.0003120604,0.0001880377,0.0004750997,0.0002620057,0.0001255716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113218,"about_ca_system_score_gemma":0.001102729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0787361,"about_ca_topic_score_gemma":0.07303001,"domain_scores_codex":[0.9992414,0.000172982,0.00009207478,0.0001173916,0.0002753536,0.000100773],"domain_scores_gemma":[0.9973921,0.0004131627,0.001412104,0.00008213997,0.0004533595,0.0002471126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001957965,0.000008181916,0.9961877,0.00003636548,0.00004355318,0.00007353816,0.000109523,0.00005624371,0.0001505665,0.00009099536,0.0002542755,0.002969604],"study_design_scores_gemma":[5.812206e-7,0.00000804577,0.9993326,0.000008365352,0.00000620604,0.000207249,0.00009228521,0.00004753273,0.00001120166,0.00003623704,0.0002482306,0.000001380427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871077,0.003716534,0.0007666285,0.0003045357,0.00001971133,0.00007949086,0.003945468,0.00003343441,0.004026456],"genre_scores_gemma":[0.9977161,0.0008227743,0.0002764525,0.00004263669,0.00001717662,0.00001829591,0.0008881781,0.000002563858,0.0002159158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0787361,"threshold_uncertainty_score":0.1565556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094478030637475,"score_gpt":0.3315169560998253,"score_spread":0.2220691530360779,"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."}}