{"id":"W2911658427","doi":"10.1212/wnl.0000000000007035","title":"The prevalence of MS in the United States","year":2019,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1103,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Multiple Sclerosis Society","keywords":"Environmental health; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003839731,0.00004560495,0.0001022641,0.00005361237,0.0000300989,0.000002921945,0.0001828447,0.00002689389,0.00006106546],"category_scores_gemma":[0.0004259317,0.00002090023,0.00002170335,0.0001889424,0.0001943539,0.00001021238,0.00006725402,0.0002348042,0.0000305877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003278119,"about_ca_system_score_gemma":0.00001569077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002346214,"about_ca_topic_score_gemma":0.00007746553,"domain_scores_codex":[0.9991828,0.0002395866,0.0001187486,0.000104577,0.0001756644,0.0001786571],"domain_scores_gemma":[0.998311,0.001289939,0.00003165303,0.0002978851,0.0000547194,0.0000148431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009326655,0.000105291,0.98616,0.0002542596,0.00002792239,0.00001478307,0.001554819,0.00009521045,0.006264617,0.0004157929,0.002470241,0.001704443],"study_design_scores_gemma":[0.0005242166,0.0008557141,0.968244,0.000007438279,0.000005599935,0.000006550433,0.00004780909,0.001216304,0.0001610116,0.00005765357,0.02885712,0.00001663998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828871,0.0001828478,7.385474e-7,0.01538934,0.00005569074,0.0003538896,0.00000330119,0.000006295925,0.001120748],"genre_scores_gemma":[0.9956658,0.002198789,0.000003944005,0.00185353,0.00001836702,0.00001992315,0.000002023658,0.000004152752,0.0002334819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02638688,"threshold_uncertainty_score":0.102012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04156960221921289,"score_gpt":0.3266703768370823,"score_spread":0.2851007746178694,"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."}}