{"id":"W4280600583","doi":"10.1111/ene.15406","title":"Confirmed disability progression as a marker of permanent disability in multiple sclerosis","year":2022,"lang":"en","type":"article","venue":"European Journal of Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Cegep de Saint Jerome; Centre Hospitalier de l’Université de Montréal; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Greenfield Research (Canada); Université de Montréal; Hôpital Notre-Dame","funders":"National Health and Medical Research Council; Biogen; University of Melbourne; Teva Pharmaceutical Industries; Sanofi Genzyme; University of Tasmania; Sanofi","keywords":"Medicine; Multiple sclerosis; Physical medicine and rehabilitation; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.003134564,0.0001696871,0.0006112315,0.0001177457,0.0001260803,0.000007005213,0.0003357189,0.00002366563,0.0005934184],"category_scores_gemma":[0.002458664,0.0001339108,0.0002350178,0.0002835613,0.0009391597,0.00006511404,0.0006178204,0.001039149,0.000008314832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001184965,"about_ca_system_score_gemma":0.00007437647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003075082,"about_ca_topic_score_gemma":0.00001654575,"domain_scores_codex":[0.9939288,0.003617742,0.001015262,0.0003157394,0.0007589419,0.0003634829],"domain_scores_gemma":[0.9980981,0.0006624553,0.0004576422,0.0004114396,0.0001681385,0.000202265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007709512,0.002230324,0.9297941,0.0001060951,0.00006403592,0.0005096188,0.000717915,0.0001080995,0.03067243,0.000004337946,0.000506636,0.02757687],"study_design_scores_gemma":[0.004360514,0.004714678,0.9841698,0.00005569567,0.00002744614,0.0003112998,0.0002260587,0.0002206948,0.0004047337,0.000008185034,0.005418621,0.00008223948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911357,0.0002052748,0.000005118402,0.007051519,0.0002354597,0.0004915843,0.00001714476,0.00001222952,0.0008459816],"genre_scores_gemma":[0.9991847,0.0001384018,0.0001326179,0.0003680171,0.0001042044,0.00001387115,0.000004085363,0.00002998397,0.00002407697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05437571,"threshold_uncertainty_score":0.6497516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08324688334724956,"score_gpt":0.3267640008406192,"score_spread":0.2435171174933697,"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."}}