{"id":"W2089692395","doi":"10.1212/01.wnl.0000327519.19348.b4","title":"Cross-reactivity between epidemiology and immunology in multiple sclerosis","year":2008,"lang":"en","type":"letter","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Multiple sclerosis; Immunology; Asymptomatic; Epitope; Antibody; Antigen; Medicine; Clinical significance; Epidemiology; Clinically isolated syndrome; Immune system; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003481321,0.0002237395,0.0004241893,0.001468286,0.0006138766,0.001035715,0.0003411284,0.002769524,0.001895047],"category_scores_gemma":[0.018006,0.0003054826,0.0002140959,0.001873856,0.0008787803,0.001211211,0.000525526,0.001380722,0.0005422521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006888949,"about_ca_system_score_gemma":0.0003865307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337678,"about_ca_topic_score_gemma":0.001403783,"domain_scores_codex":[0.9945468,0.003772187,0.0004441631,0.0004237862,0.0006062545,0.0002068248],"domain_scores_gemma":[0.9857346,0.008585812,0.002971205,0.0008392637,0.001371016,0.0004982178],"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":[0.0002899602,0.0001360694,0.9541435,0.0002139548,0.0001403564,0.004618765,0.0004570193,0.0001333401,0.0009547372,0.001377471,0.007547401,0.02998748],"study_design_scores_gemma":[0.00005445173,0.0002660426,0.9515744,0.0002813906,0.00008013073,0.02960805,0.0006341502,0.0007333254,0.0003992455,0.002485457,0.0138532,0.0000301807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8039452,0.05215986,0.00214041,0.1114548,0.002363735,0.00007740029,0.000314232,0.00007673419,0.02746763],"genre_scores_gemma":[0.9699117,0.007429077,0.0009276632,0.01399503,0.006547562,0.00003942863,0.00009881099,0.00001077841,0.001039881],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.003481321,"threshold_uncertainty_score":0.01841116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1921469729626478,"score_gpt":0.3568176985804772,"score_spread":0.1646707256178294,"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."}}