{"id":"W2920816960","doi":"10.1093/brain/awz055","title":"Multiple sclerosis: effect of beta interferon treatment on survival","year":2019,"lang":"en","type":"article","venue":"Brain","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Agence Nationale de la Recherche; University of British Columbia; Multiple Sclerosis Society; Multiple Sclerosis Society of Canada; Michael Smith Health Research BC; Fondation pour l'Aide à la Recherche sur la Sclérose en Plaques; Chrest Foundation; National Multiple Sclerosis Society","keywords":"Medicine; Multiple sclerosis; Cohort; Population; Cohort study; Incidence (geometry); Internal medicine; Comorbidity; Observational study; Proportional hazards model; Pediatrics; Immunology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004199501,0.0001983468,0.000565835,0.0001274716,0.00003394112,0.000008627329,0.00009763644,0.00006284813,0.0002090172],"category_scores_gemma":[0.0005325356,0.0001300068,0.0001843048,0.0001280637,0.00007540504,0.00003353163,0.00007548574,0.0001235435,0.0003844455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614272,"about_ca_system_score_gemma":0.00003058989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001966408,"about_ca_topic_score_gemma":0.00006230765,"domain_scores_codex":[0.998569,0.0001998011,0.0002220748,0.0003071617,0.0004002566,0.0003016888],"domain_scores_gemma":[0.9979827,0.001323143,0.00005912329,0.0004703059,0.00005144059,0.0001132506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004744653,0.000644854,0.377239,0.000410377,0.0005598466,0.000007557435,0.0006352116,0.00002184403,0.5136353,0.00005592411,0.003833613,0.09821183],"study_design_scores_gemma":[0.01253227,0.01668673,0.6274877,0.0007025856,0.0000538967,0.000001416015,0.0001282471,0.0004403921,0.3374454,0.000001537513,0.00436011,0.000159653],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919159,0.0001385454,0.000006142905,0.001271514,0.0001951365,0.001179875,0.00002967212,0.00004917628,0.005214071],"genre_scores_gemma":[0.9974645,0.00009402536,0.00005708887,0.00008170449,0.0001035047,0.00007560071,0.0000232387,0.00002679226,0.002073579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2502487,"threshold_uncertainty_score":0.5301524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06750465019510225,"score_gpt":0.323722065732927,"score_spread":0.2562174155378247,"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."}}