{"id":"W4411014951","doi":"10.1212/cpj.0000000000200493","title":"Infection, Relapses, and Pseudo-Relapses in Individuals With Multiple Sclerosis","year":2025,"lang":"en","type":"article","venue":"Neurology Clinical Practice","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Dalhousie University","funders":"","keywords":"Multiple sclerosis; Medicine; Immunology","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":[0.0009625991,0.0002724711,0.000329741,0.0008105155,0.000606983,0.0006276667,0.0003753034,0.0007310883,0.001955252],"category_scores_gemma":[0.004406346,0.000276179,0.0005990038,0.0006800311,0.0003145258,0.0006747681,0.0007299641,0.0009286737,0.0002305887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002125156,"about_ca_system_score_gemma":0.0002725623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002670389,"about_ca_topic_score_gemma":0.00413634,"domain_scores_codex":[0.9989231,0.0003850366,0.0001422682,0.0001782864,0.000186547,0.0001846216],"domain_scores_gemma":[0.9964735,0.0004794114,0.002259976,0.0001246748,0.0001801165,0.0004823142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000217966,0.00004952918,0.9970244,0.00002690414,0.00004029579,0.0001444956,0.0001065144,0.00002326792,0.00008817825,0.00001185259,0.0001305139,0.002136195],"study_design_scores_gemma":[0.000005005881,0.0001250826,0.9985151,0.00002572077,0.00001843777,0.0008125094,0.0002411564,0.0001004659,0.00002869523,0.00003123905,0.00009206992,0.000004623268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986683,0.0006205722,0.00003138283,0.0001164126,0.000008937241,0.000007963728,0.00018422,0.000003782062,0.0003584895],"genre_scores_gemma":[0.9993423,0.0002753368,0.00006191892,0.00003918245,0.00001883407,0.00001003967,0.0001259709,0.000001471196,0.0001249136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002670389,"threshold_uncertainty_score":0.006540954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08655980260562804,"score_gpt":0.4052633172684342,"score_spread":0.3187035146628061,"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."}}