{"id":"W2006095595","doi":"10.1038/nrneurol.2014.259","title":"Progress in MS—classification, mechanisms and treatment","year":2015,"lang":"en","type":"review","venue":"Nature Reviews Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Multiple sclerosis; Disease; Intensive care medicine; Data science; Pathology; Computer science; 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":[0.002506494,0.001238882,0.003925275,0.004972556,0.0003563144,0.001885497,0.001405467,0.001491392,0.003382291],"category_scores_gemma":[0.003740579,0.0004979669,0.001404353,0.005280547,0.0008196017,0.001993749,0.0013313,0.001988898,0.001027731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001282192,"about_ca_system_score_gemma":0.003221126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003617828,"about_ca_topic_score_gemma":0.007934371,"domain_scores_codex":[0.9990906,0.0002108559,0.0002456114,0.0001232592,0.0002666829,0.00006305566],"domain_scores_gemma":[0.9980993,0.001126573,0.0003401957,0.0000380698,0.0003163129,0.00007969934],"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":[0.000219864,0.00005477206,0.0003890792,0.09079136,0.0006234447,0.00009301869,0.00007263057,0.0002800851,0.000471383,0.001713814,0.02478097,0.8805096],"study_design_scores_gemma":[0.0001720856,0.0002417575,0.003996222,0.07943451,0.003396125,0.001095467,0.0002579186,0.0001803327,0.0003777799,0.004014701,0.9067551,0.00007801851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000239444,0.9996704,0.00001764501,0.0001252777,0.00007138988,0.000002414637,0.00001328615,0.000001860867,0.00007387263],"genre_scores_gemma":[0.0002572135,0.9993861,0.00006166229,0.0001372152,0.00008973546,0.000002998285,0.00001629021,4.416582e-7,0.00004840976],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004972556,"threshold_uncertainty_score":0.01325577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1848828743736061,"score_gpt":0.4531518151557852,"score_spread":0.2682689407821791,"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."}}