{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0003632963,0.0002134974,0.0005008079,0.000279545,0.0001738953,0.00004411831,0.0002150971,0.0002683782,0.0001007858],"category_scores_gemma":[0.01197578,0.0001853969,0.0001552132,0.0003474456,0.0002373637,0.0000644547,0.0002510439,0.0005384207,0.00003618154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000312428,"about_ca_system_score_gemma":0.00009859585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005499911,"about_ca_topic_score_gemma":0.00002404978,"domain_scores_codex":[0.9981194,0.0001713982,0.0003394924,0.0005840292,0.0001939604,0.0005917926],"domain_scores_gemma":[0.9955286,0.003557199,0.00005411647,0.0004955158,0.0002289531,0.0001355817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.006645982,0.001658661,0.1424457,0.001883828,0.0006724402,0.00007370333,0.0004650918,0.00008415354,0.1007374,0.002668592,0.6839458,0.05871866],"study_design_scores_gemma":[0.008872259,0.0009878321,0.8551916,0.00008898773,0.0001377003,0.00001647929,0.00007076987,0.01510258,0.002349989,0.0003045112,0.1166773,0.0002000141],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8885136,0.001228743,0.007821313,0.06118631,0.002339774,0.005193657,0.0001852173,0.0003716552,0.03315976],"genre_scores_gemma":[0.9868154,0.0004586161,0.002049535,0.006584599,0.0004637716,0.0009811722,0.00006030455,0.00003339697,0.002553224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7127458,"threshold_uncertainty_score":0.9963468,"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."}}