{"id":"W4388448512","doi":"10.1016/s0140-6736(23)01473-3","title":"Multiple sclerosis","year":2023,"lang":"en","type":"review","venue":"The Lancet","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":510,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Multiple sclerosis; Disease; Intensive care medicine; Quality of life (healthcare); Psychological intervention; Population; Cognitive impairment; Pathology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001771815,0.001502178,0.003466667,0.005704658,0.0004781254,0.002410792,0.0008307794,0.002343368,0.04540094],"category_scores_gemma":[0.004526474,0.0005252908,0.001239415,0.00471969,0.0005479953,0.001406384,0.001648173,0.002366136,0.0159834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001429398,"about_ca_system_score_gemma":0.003910915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003687995,"about_ca_topic_score_gemma":0.009993072,"domain_scores_codex":[0.9988191,0.0003478691,0.0002675666,0.0001262657,0.0003383898,0.0001008355],"domain_scores_gemma":[0.9983532,0.0006142922,0.000432689,0.00008575544,0.0003802931,0.0001338163],"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":[0.0002514826,0.00004025633,0.0001259607,0.05735267,0.0004753286,0.000118366,0.00006370233,0.00005243901,0.0006517721,0.001922355,0.197198,0.7417476],"study_design_scores_gemma":[0.0002899403,0.0001261229,0.001008329,0.04214952,0.00110915,0.0006064777,0.00007303165,0.00002846244,0.0001795861,0.001104351,0.9533085,0.00001640715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005342175,0.9928684,0.00007067202,0.001002665,0.001366617,0.00003144456,0.0001248451,0.00002656846,0.004455287],"genre_scores_gemma":[0.001335266,0.9858242,0.0003796189,0.003061133,0.001269845,0.00006769339,0.000237159,0.000008225237,0.007816812],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04540094,"threshold_uncertainty_score":0.1518813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.484522205553868,"score_gpt":0.4368315162755842,"score_spread":0.04769068927828379,"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."}}