{"id":"W2026614818","doi":"10.1155/2011/724871","title":"When to Initiate Disease-Modifying Drugs for Relapsing Remitting Multiple Sclerosis in Adults?","year":2011,"lang":"en","type":"article","venue":"Multiple Sclerosis International","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Glatiramer acetate; Relapsing remitting; Multiple sclerosis; Medicine; Disease; Intensive care medicine; Immunology; Internal medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001127154,0.0005434349,0.0007066454,0.0009619314,0.0003709736,0.000127321,0.0007020875,0.0001841567,0.0003328135],"category_scores_gemma":[0.008427289,0.0005490912,0.0004405307,0.0004652828,0.0001947412,0.000579785,0.0006297618,0.0005387951,0.0001305789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007891509,"about_ca_system_score_gemma":0.0001497395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437398,"about_ca_topic_score_gemma":0.000526776,"domain_scores_codex":[0.9950607,0.0001345967,0.001180181,0.001258713,0.001225269,0.001140503],"domain_scores_gemma":[0.9963623,0.001098637,0.0002853944,0.0006895623,0.0008317832,0.0007323294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009500859,0.001412201,0.8607682,0.0004566711,0.0004547313,0.00002203852,0.01858613,0.0003165948,0.03056531,0.0001726534,0.003669929,0.07407468],"study_design_scores_gemma":[0.01347789,0.0002382102,0.919987,0.006518471,0.0000651212,0.000003174117,0.001576353,0.04899233,0.006850223,0.0002572862,0.001340176,0.0006938031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789932,0.0003141902,0.01004958,0.002215549,0.001328413,0.003402324,0.0005317348,0.0003440914,0.002820881],"genre_scores_gemma":[0.9417163,0.0003528222,0.05439999,0.001027031,0.0005707744,0.001364039,0.0001950326,0.000136439,0.0002376442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07338088,"threshold_uncertainty_score":0.9999251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.199235520048042,"score_gpt":0.3224425449952406,"score_spread":0.1232070249471985,"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."}}