{"id":"W1989502043","doi":"10.1016/j.ncl.2010.12.010","title":"Epidemiology of Multiple Sclerosis","year":2011,"lang":"en","type":"article","venue":"Neurologic Clinics","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":154,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Wellcome Trust","keywords":"Multiple sclerosis; Medicine; Epidemiology; Circumstantial evidence; Etiology; Disease; Immunology; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001235209,0.0001513676,0.0006989598,0.0001004481,0.00005612986,4.999765e-7,0.0001976129,0.0001860272,0.0002784246],"category_scores_gemma":[0.01980967,0.0001121234,0.0002286288,0.0001766074,0.0004831434,0.00002973493,0.0002215669,0.0004170115,0.00008426664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000109439,"about_ca_system_score_gemma":0.00004197433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006845743,"about_ca_topic_score_gemma":0.00001498873,"domain_scores_codex":[0.9979874,0.0003100826,0.0007144459,0.0003849454,0.0001877019,0.0004153977],"domain_scores_gemma":[0.9960551,0.002772866,0.0002410685,0.0005819661,0.000187473,0.0001615378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000594162,0.0003592817,0.987695,0.00004974952,0.00004699596,0.00001212181,0.0001288561,0.000002703749,0.0009656461,0.0001219865,0.0005807996,0.009442683],"study_design_scores_gemma":[0.001349302,0.001873786,0.9938384,0.00001862512,0.00004282102,0.000007397786,0.00003188922,0.0007682227,0.0007403615,0.000400306,0.0008526862,0.00007621649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932756,0.0005621224,0.0001141093,0.0007259045,0.0002591825,0.0004196628,0.00001677343,0.00009047936,0.004536194],"genre_scores_gemma":[0.9902546,0.001840127,0.005333477,0.002327685,0.00008447898,0.00003286554,0.000005213607,0.0000167288,0.0001047923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01857446,"threshold_uncertainty_score":0.9884469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5049606558435294,"score_gpt":0.4067356103645287,"score_spread":0.0982250454790008,"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."}}