{"id":"W4386069478","doi":"10.2217/fnl-2023-0009","title":"An overview of reviews with network meta-analyses comparing disease-modifying therapies for relapsing multiple sclerosis","year":2023,"lang":"en","type":"article","venue":"Future Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Medicine; Meta-analysis; Systematic review; Multiple sclerosis; MEDLINE; Disease; Clinical trial; Intensive care medicine; Physical therapy; Internal medicine; 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":[0.000868556,0.0003077268,0.001688696,0.0001907349,0.0002725963,0.00002161274,0.0002241804,0.00008933676,0.00005238859],"category_scores_gemma":[0.0005368962,0.0001899546,0.000519716,0.0007267871,0.0001867117,0.0001124069,0.0001095397,0.0003103547,0.000009381259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001395245,"about_ca_system_score_gemma":0.00004417121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003610584,"about_ca_topic_score_gemma":0.000160376,"domain_scores_codex":[0.9974227,0.0005123424,0.0005459908,0.0005674452,0.0003558048,0.0005957269],"domain_scores_gemma":[0.9977741,0.0008193553,0.0002737402,0.0007220354,0.0001980846,0.0002126863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01645633,0.001013326,0.732044,0.008209016,0.02265688,0.0001384223,0.0039421,0.02461549,0.07705821,0.001174788,0.06922766,0.04346378],"study_design_scores_gemma":[0.003631215,0.001745691,0.8684529,0.0003777699,0.007010908,0.000008973208,0.000165324,0.02161997,0.0002775497,0.0001609541,0.09617028,0.0003784316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6225288,0.3498767,0.001842595,0.01805875,0.0009992007,0.005820473,0.0001227091,0.0005830255,0.0001677328],"genre_scores_gemma":[0.9602188,0.03279956,0.00361574,0.001556805,0.001048731,0.0005558268,0.00009899555,0.00006894612,0.00003657682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.33769,"threshold_uncertainty_score":0.7746122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.635334825777045,"score_gpt":0.4628896023888845,"score_spread":0.1724452233881605,"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."}}