{"id":"W2953858782","doi":"10.1016/j.msard.2019.07.002","title":"Higher health care use before a clinically isolated syndrome with or without subsequent MS","year":2019,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of Saskatchewan; Saskatchewan Health Quality Council; University of British Columbia Hospital; Manitoba Health; University of British Columbia; Vancouver Coastal Health; University of Manitoba","funders":"Nova Scotia Department of Health and Wellness; Multiple Sclerosis Society; Multiple Sclerosis Society of Canada; Dalhousie University; Michael Smith Health Research BC; Saskatchewan Health Research Foundation; Multiple Sclerosis Scientific Research Foundation; National Multiple Sclerosis Society; Research Manitoba; Dalhousie Medical Research Foundation; Health Research","keywords":"Medicine; Multiple sclerosis; Clinically isolated syndrome; Internal medicine; Intensive care medicine; Pediatrics; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003478056,0.0005410911,0.001186142,0.0002451964,0.0003828929,0.0001129678,0.0001830367,0.0003541958,0.0004984381],"category_scores_gemma":[0.0001911047,0.000333983,0.0002181689,0.0006602575,0.0004542022,0.000291446,0.0001932701,0.0008355846,0.000114598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002204437,"about_ca_system_score_gemma":0.0002838601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001918181,"about_ca_topic_score_gemma":0.001918298,"domain_scores_codex":[0.9961521,0.0001899632,0.0009026093,0.001024537,0.0007431034,0.0009876874],"domain_scores_gemma":[0.9977757,0.0002720229,0.0003035242,0.0007455856,0.0002695646,0.0006335836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005132751,0.0005177435,0.9733059,0.0005326082,0.0009758532,0.00003197285,0.003802322,0.00007403946,0.0003729384,0.0000172633,0.0006182239,0.01461833],"study_design_scores_gemma":[0.01856397,0.009634166,0.9607739,0.001696148,0.0001480801,0.00006789165,0.002227252,0.00235401,0.000009445456,0.000006183266,0.003974192,0.0005447151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911245,0.001641409,0.00002011042,0.003056288,0.000261366,0.003028681,0.00006363692,0.0002913742,0.0005126742],"genre_scores_gemma":[0.9901394,0.004809523,0.001065613,0.0007579101,0.00002493253,0.0001224903,0.0001518909,0.0001300529,0.002798143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01407362,"threshold_uncertainty_score":0.9999112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04474073713536785,"score_gpt":0.3013362056620896,"score_spread":0.2565954685267218,"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."}}