{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006408878,0.0001948914,0.0006941486,0.0003195463,0.00006457062,0.000002095982,0.0001333264,0.0001075763,0.0001834683],"category_scores_gemma":[0.004282226,0.000165366,0.0001487025,0.0004811746,0.0004800179,0.0001290967,0.0001220922,0.0003532149,0.00006459257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768215,"about_ca_system_score_gemma":0.00007056924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231338,"about_ca_topic_score_gemma":0.008753485,"domain_scores_codex":[0.9981384,0.0002218181,0.0004319772,0.0004030073,0.0002113547,0.0005934161],"domain_scores_gemma":[0.9982323,0.001097883,0.0001119657,0.0003407034,0.0000732276,0.0001439214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000321832,0.0004538687,0.9430034,0.00005210557,0.0001102486,0.000001682857,0.0009928317,0.0001681142,0.0138688,0.0005621798,0.0006268253,0.03983815],"study_design_scores_gemma":[0.002805854,0.0004053656,0.9845335,0.0001662349,0.00001907063,0.00000234503,0.0007239363,0.002459264,0.00780591,0.0002716352,0.0006712553,0.0001356049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870045,0.001088827,0.0004525011,0.00476753,0.00008033155,0.0009290647,0.0000206412,0.00005421028,0.005602357],"genre_scores_gemma":[0.9950915,0.001574315,0.002743448,0.0001742549,0.0001405737,0.0001038796,0.000008643791,0.00002523588,0.0001381746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04153016,"threshold_uncertainty_score":0.6743431,"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."}}