{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003186777,0.00008790981,0.0002311687,0.0001794912,0.00008113758,0.00001198469,0.00004173973,0.00007344199,0.000008989397],"category_scores_gemma":[0.003247468,0.00007701585,0.000027692,0.000147617,0.000110503,0.00003862594,0.00006811085,0.0001049337,0.000004616749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008882195,"about_ca_system_score_gemma":0.00001067664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003025608,"about_ca_topic_score_gemma":0.0001018462,"domain_scores_codex":[0.9991164,0.00008055625,0.0001512044,0.0002365008,0.00009532305,0.0003200208],"domain_scores_gemma":[0.9989621,0.0007284189,0.00003149597,0.0001359753,0.00006976577,0.00007221408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008364294,0.0001849548,0.9328378,0.0002738124,0.00003750192,0.000004120455,0.0009415173,0.00003780177,0.03304134,0.001859272,0.0005794513,0.02936601],"study_design_scores_gemma":[0.002622162,0.001107569,0.9296713,0.00004219027,0.00001391879,0.000004742201,0.0000221703,0.06415641,0.0006977601,0.0002067051,0.001382008,0.00007308746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882576,0.00006218742,0.003139267,0.007595056,0.00006188251,0.0006110123,0.000004087926,0.00003799729,0.0002308418],"genre_scores_gemma":[0.9971463,0.0001548246,0.001243389,0.001162736,0.00007999824,0.0001585906,0.00001163769,0.00001713105,0.00002541256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06411861,"threshold_uncertainty_score":0.3887757,"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."}}