{"id":"W4380739518","doi":"10.1212/wnl.0000000000207481","title":"Global Barriers to the Diagnosis of Multiple Sclerosis","year":2023,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital Research Institute of Manitoba","funders":"National Institutes of Health; Multiple Sclerosis Society; Emerson Collective; Biogen; Bristol-Myers Squibb; Medical Research Council; Sanofi; Agency for Toxic Substances and Disease Registry; National Multiple Sclerosis Society; U.S. Department of Defense","keywords":"Multiple sclerosis; Medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002846353,0.0002358908,0.0003109895,0.0007179059,0.0006656478,0.001107681,0.0004510253,0.000658909,0.006573772],"category_scores_gemma":[0.0116545,0.0001305006,0.0002885899,0.001131309,0.001238348,0.0009574882,0.002331598,0.0009693353,0.0003649992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423517,"about_ca_system_score_gemma":0.002664159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01305225,"about_ca_topic_score_gemma":0.007389963,"domain_scores_codex":[0.9977513,0.001034798,0.0002206094,0.0001925645,0.000376862,0.000423953],"domain_scores_gemma":[0.9883348,0.004649702,0.003773081,0.0003455662,0.001105071,0.001791901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001182122,0.00008181527,0.8803462,0.001625418,0.0001773054,0.0008892842,0.01578092,0.0005878521,0.0005130821,0.004093884,0.01437269,0.08141325],"study_design_scores_gemma":[0.00003787083,0.00021245,0.9052085,0.003405475,0.0001390039,0.002773579,0.02825408,0.0004265278,0.0002536017,0.004152854,0.05508321,0.00005277184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8643293,0.02017868,0.00122474,0.05908943,0.000288339,0.0001676199,0.00216472,0.0001287715,0.05242832],"genre_scores_gemma":[0.9927711,0.003938701,0.0003658628,0.002072739,0.00006719967,0.00003245339,0.000241704,0.000008102856,0.0005021308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01305225,"threshold_uncertainty_score":0.02595258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08581849658544041,"score_gpt":0.329929503052489,"score_spread":0.2441110064670486,"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."}}