{"id":"W4416077008","doi":"10.1001/jamaneurol.2025.4243","title":"2024 Diagnostic Criteria for Multiple Sclerosis—A Unified Approach","year":2025,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"MEDLINE; Diagnostic accuracy; Diagnostic test; Medical imaging","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":[0.01583742,0.001366124,0.001599449,0.01042434,0.001572859,0.003446466,0.003524797,0.003791726,0.001850211],"category_scores_gemma":[0.02476137,0.0005358388,0.001487428,0.0050214,0.003486052,0.003583785,0.00304066,0.007832702,0.002318749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004689639,"about_ca_system_score_gemma":0.01119794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01850987,"about_ca_topic_score_gemma":0.01978652,"domain_scores_codex":[0.9890998,0.00443234,0.00243526,0.0007274849,0.002666703,0.0006383763],"domain_scores_gemma":[0.9874837,0.002146189,0.001263964,0.0005898561,0.007456871,0.001059379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008552026,0.00005688219,0.005884581,0.0006196437,0.0001095935,0.0006528519,0.0009057661,0.0005809102,0.0009128418,0.187391,0.5822523,0.220548],"study_design_scores_gemma":[0.00005076496,0.0001001527,0.006379689,0.00328071,0.0001193714,0.005061863,0.001047694,0.001231045,0.0003021756,0.07833461,0.9039993,0.00009258517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.004821213,0.2704846,0.0965306,0.4688625,0.07481536,0.0003682673,0.002281114,0.0006035745,0.0812327],"genre_scores_gemma":[0.1289839,0.1774096,0.2875067,0.259978,0.1107389,0.00133566,0.009141037,0.0006561287,0.02425008],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01850987,"threshold_uncertainty_score":0.08375728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09156213508758593,"score_gpt":0.3418695628356264,"score_spread":0.2503074277480405,"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."}}