{"id":"W3197464887","doi":"10.1212/wnl.0000000000012610","title":"Interface of Multiple Sclerosis, Depression, Vascular Disease, and Mortality","year":2021,"lang":"en","type":"letter","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institute for Health and Care Research","keywords":"Depression (economics); Hazard ratio; Medicine; Internal medicine; Confidence interval; Proportional hazards model; Cohort study; Cohort; Population; Multiple sclerosis; Demography; Psychiatry; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0008879686,0.0001724674,0.0003028435,0.0005884854,0.0002709616,0.0005921464,0.0002604711,0.000310106,0.001647532],"category_scores_gemma":[0.004693614,0.0001931283,0.0004521919,0.0007778306,0.0002461944,0.0002952491,0.0003991855,0.0006106526,0.0001601431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003884112,"about_ca_system_score_gemma":0.0004252169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006687322,"about_ca_topic_score_gemma":0.00813409,"domain_scores_codex":[0.9991308,0.0003068626,0.0001079516,0.0001834772,0.0001729126,0.00009806226],"domain_scores_gemma":[0.9969918,0.0005611017,0.001760651,0.0001242697,0.0002516815,0.0003105301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000948342,0.00001761878,0.9974499,0.000033431,0.0001658843,0.00004820786,0.00001815625,0.00003005072,0.00005941532,0.00002271616,0.0001157093,0.001944043],"study_design_scores_gemma":[0.000004257063,0.00003144464,0.9995071,0.0000127937,0.00004478409,0.0001591575,0.00002007894,0.00007802376,0.00001840208,0.00003182501,0.00009078388,0.000001335603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9901682,0.006253213,0.0002068625,0.0007712341,0.00002887308,0.00001444535,0.001244575,0.00001131199,0.001301212],"genre_scores_gemma":[0.9985517,0.000881831,0.000111709,0.00005739757,0.00003441233,0.000006856195,0.0002274456,0.000001032595,0.0001276485],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006687322,"threshold_uncertainty_score":0.01329678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07362780382242391,"score_gpt":0.3229405369427818,"score_spread":0.2493127331203579,"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."}}