{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002820383,0.0001112487,0.0002770447,0.0001050408,0.0001301175,0.000005851336,0.0002216368,0.00007063554,0.000178897],"category_scores_gemma":[0.00503793,0.00007504201,0.0001022095,0.0009303333,0.0002041065,0.00001931315,0.0003288074,0.0001483368,0.0002656814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001970764,"about_ca_system_score_gemma":0.00006304026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004113433,"about_ca_topic_score_gemma":0.000640269,"domain_scores_codex":[0.9986147,0.0001330096,0.0002051062,0.0002855251,0.0003358418,0.0004258065],"domain_scores_gemma":[0.9985417,0.0006044188,0.00003708243,0.0004269336,0.0001090104,0.0002809115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004737956,0.00003281092,0.91566,0.00002362701,0.00006839976,0.00001794264,0.0002647784,0.0002237535,0.001971628,0.00003689822,0.07187114,0.009355201],"study_design_scores_gemma":[0.0007789856,0.0008122863,0.9582173,0.00001187282,0.00002112653,0.000004412182,0.00005366572,0.0005255521,0.0008442346,0.00001479034,0.0386657,0.00005008312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511886,0.00006651063,0.0000102234,0.04710601,0.0002601034,0.000528963,0.00007962302,0.00009789177,0.0006621039],"genre_scores_gemma":[0.9940864,0.0005235831,0.00004519646,0.004883278,0.000117509,0.0002807033,0.000005374186,0.00001393301,0.00004398772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04289787,"threshold_uncertainty_score":0.6031237,"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."}}