{"id":"W3124748247","doi":"10.1016/j.msard.2021.102790","title":"MAGNIMS score predicts long-term clinical disease activity-free status and confirmed disability progression in patients treated with subcutaneous interferon beta-1a","year":2021,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"Merck KGaA","keywords":"Medicine; Internal medicine; Confidence interval; Hazard ratio; Multiple sclerosis; Gastroenterology; 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":[0.0009136712,0.0003023421,0.0004906939,0.0002150741,0.0001215276,0.0003423274,0.0001946535,0.000292335,0.001258517],"category_scores_gemma":[0.001728259,0.000177749,0.0006275223,0.0002137823,0.0001635539,0.0001714991,0.0002626524,0.0005462468,0.0001172128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001319063,"about_ca_system_score_gemma":0.0001649361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004466535,"about_ca_topic_score_gemma":0.0009615486,"domain_scores_codex":[0.9997371,0.0001000889,0.00002507309,0.0000546956,0.00004630619,0.00003670517],"domain_scores_gemma":[0.9981812,0.0004911533,0.0008945509,0.00007880306,0.00008101204,0.0002732051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00825701,0.0001111462,0.980493,0.00006265561,0.0006812752,0.00006328268,0.00003023302,0.0003431541,0.001136372,0.00001671998,0.0001863646,0.008618797],"study_design_scores_gemma":[0.0001714552,0.001145278,0.997375,0.00001200059,0.0002427774,0.0001846631,0.00001746591,0.0005677554,0.0001191068,0.00003212476,0.0001275247,0.000004708891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987701,0.0007524834,0.00006691874,0.00004324948,0.000005712376,0.000006919051,0.00009281952,0.000004020898,0.0002577651],"genre_scores_gemma":[0.9995505,0.0001203999,0.0000642107,0.00001462957,0.00001549926,0.000004581015,0.0001429524,8.849202e-7,0.0000862569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001258517,"threshold_uncertainty_score":0.00483197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04136060337065636,"score_gpt":0.3052844282943865,"score_spread":0.2639238249237301,"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."}}