{"id":"W4383557708","doi":"10.3389/fneur.2023.1197212","title":"Impact of aging on treatment considerations for multiple sclerosis patients","year":2023,"lang":"en","type":"review","venue":"Frontiers in Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Multiple sclerosis; Discontinuation; Disease; Confounding; Population; Pathological; Clinical trial; Epidemiology; Randomized controlled trial; Adverse effect; Internal medicine; Pediatrics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00107894,0.0002478302,0.0007081827,0.0004151207,0.0002124475,0.0007535963,0.0004053307,0.0006552594,0.002341637],"category_scores_gemma":[0.004020526,0.00007354357,0.0006153399,0.0004147593,0.0001732282,0.0006570557,0.0003945092,0.001117532,0.0004012107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004606285,"about_ca_system_score_gemma":0.001204102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001217262,"about_ca_topic_score_gemma":0.002451763,"domain_scores_codex":[0.9994407,0.0002371848,0.0001288003,0.0000565138,0.0001048387,0.00003185906],"domain_scores_gemma":[0.9987515,0.0006778564,0.0002629874,0.00001603022,0.0002146242,0.00007694955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004392909,0.00009678366,0.001943286,0.01205539,0.0002672354,0.0003214318,0.000185301,0.0003026424,0.0004630325,0.002097944,0.02604885,0.9557787],"study_design_scores_gemma":[0.0003067341,0.0008544616,0.02454233,0.03396993,0.001779928,0.003249827,0.0004463515,0.0003998671,0.0006457034,0.005690379,0.9280435,0.000070993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001552179,0.9923083,0.0001836246,0.003897425,0.0003490091,0.00001009115,0.00006942837,0.0000108605,0.001619203],"genre_scores_gemma":[0.01833339,0.975338,0.0008054691,0.003450295,0.001199745,0.00005361951,0.0001733734,0.000006830283,0.0006392754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002341637,"threshold_uncertainty_score":0.00783354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.237213176780402,"score_gpt":0.4099916473001167,"score_spread":0.1727784705197147,"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."}}