{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001807863,0.0003337587,0.0009858211,0.0001577828,0.00007055324,0.00001398834,0.0001965907,0.0005389773,0.0001728951],"category_scores_gemma":[0.00147349,0.000283155,0.000241139,0.0001379154,0.0005384794,0.00003571283,0.0006600057,0.001858222,0.000008427491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001653156,"about_ca_system_score_gemma":0.0001244564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002354471,"about_ca_topic_score_gemma":0.00005113679,"domain_scores_codex":[0.9971876,0.0004336148,0.0004343117,0.0008496721,0.0006108939,0.0004839116],"domain_scores_gemma":[0.9978412,0.0005400135,0.0001669383,0.0009860117,0.0002759875,0.0001898206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003808857,0.0001440668,0.4712855,0.00170691,0.000837024,0.00069372,0.00006226359,0.000007245614,0.008181183,6.697176e-7,0.5154806,0.001219957],"study_design_scores_gemma":[0.001274909,0.0002352454,0.8179008,0.0002381567,0.000335539,0.00001453255,0.000002628418,0.0001673691,0.0006741574,0.000009832081,0.178986,0.0001608212],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7202594,0.01258944,0.00007147095,0.2651678,0.0004574845,0.0009557008,0.0002102886,0.00007386718,0.0002145163],"genre_scores_gemma":[0.685653,0.009314433,0.0001464285,0.3026001,0.001463481,0.0001697023,0.0003401617,0.0001086272,0.0002040859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3466153,"threshold_uncertainty_score":0.999962,"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."}}