{"id":"W3012883704","doi":"10.1177/1352458520912172","title":"Conversion of diffusely abnormal white matter to focal lesions is linked to progression in secondary progressive multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université du Québec à Montréal; McGill University; Montreal Neurological Institute and Hospital","funders":"Multiple Sclerosis Society; International Progressive MS Alliance","keywords":"Multiple sclerosis; White matter; Medicine; Pathology; Magnetic resonance imaging; Radiology; 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":[0.000499596,0.0002341854,0.0002644271,0.0007593326,0.0002343634,0.0004087871,0.00022706,0.0002939765,0.001614652],"category_scores_gemma":[0.002137178,0.0001516252,0.0002017978,0.0004900306,0.0003056023,0.0003036521,0.0003747486,0.0004339069,0.0002197823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000185266,"about_ca_system_score_gemma":0.0001777755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001802,"about_ca_topic_score_gemma":0.003243109,"domain_scores_codex":[0.9998274,0.00003246416,0.00001932742,0.00005394615,0.00004750712,0.00001927297],"domain_scores_gemma":[0.9983891,0.0002066557,0.0009617023,0.00007794244,0.0001800601,0.000184613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004664307,0.00005956624,0.9842418,0.00004677299,0.00009829921,0.0002757766,0.0001454769,0.0001971938,0.004988122,0.00003276236,0.0001647969,0.009283035],"study_design_scores_gemma":[0.000004042252,0.0000716872,0.9990034,0.000003474469,0.0000122665,0.0004566567,0.00002557386,0.0001655847,0.0001612942,0.00004081868,0.00005334936,0.000001950575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992933,0.0001881616,0.0001599704,0.00002376392,0.000002148646,0.000004935472,0.00009569265,0.00001135377,0.0002206617],"genre_scores_gemma":[0.9994423,0.00006279186,0.0001870558,0.000006674613,0.000006456265,0.000003982489,0.0001748536,0.000002559167,0.0001132524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001802,"threshold_uncertainty_score":0.005401552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076849649022206,"score_gpt":0.313285688856675,"score_spread":0.2056007239544544,"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."}}