{"id":"W2133097372","doi":"10.1212/wnl.0000000000000753","title":"Dramatically changing rates and reasons for hospitalization in multiple sclerosis","year":2014,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health","funders":"Canadian Institutes of Health Research; EMD Serono; Multiple Sclerosis Society; Bill and Melinda Gates Foundation; Manitoba Medical Service Foundation; Multiple Sclerosis Society of Canada; Public Health Agency of Canada; Public Health Agency; Sanofi; Manitoba Health Research Council; Health Sciences Centre Foundation; Biogen; United States Agency for International Development","keywords":"Medicine; Population; Multiple sclerosis; Cohort; Confidence interval; Demography; Pediatrics; Cohort study; Internal medicine; Environmental health; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007690606,0.0001488501,0.0002464297,0.001104779,0.0002573752,0.0005376117,0.0002851161,0.0004360859,0.0009403022],"category_scores_gemma":[0.003761513,0.0001120491,0.0005906859,0.001310168,0.0002541707,0.0005231749,0.0004252665,0.000514504,0.0001180936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006887406,"about_ca_system_score_gemma":0.0004204161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008927081,"about_ca_topic_score_gemma":0.008754872,"domain_scores_codex":[0.9990039,0.0002789181,0.0001610564,0.0001821612,0.000221674,0.0001523261],"domain_scores_gemma":[0.997842,0.0003505394,0.001330694,0.00007637276,0.0002351525,0.000165252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003919453,0.00001145148,0.9950278,0.00002798343,0.0000661362,0.0001158469,0.0001177802,0.0001353616,0.0001125748,0.00005282577,0.0003072012,0.003985755],"study_design_scores_gemma":[0.000001578932,0.00001464832,0.9989334,0.000018988,0.00001075472,0.0003801675,0.0001514847,0.0002149515,0.00003962591,0.00004153195,0.0001897516,0.000003247618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995667,0.002268953,0.0001559132,0.0004320193,0.0000129584,0.000005465643,0.0008170087,0.00001700394,0.0006237379],"genre_scores_gemma":[0.9986256,0.0006207484,0.00008260229,0.00004104123,0.00002623414,0.000003639769,0.000537692,0.000002184806,0.00006029393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008927081,"threshold_uncertainty_score":0.0177502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05591399876741985,"score_gpt":0.3023818360347671,"score_spread":0.2464678372673473,"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."}}