{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009335892,0.0006049742,0.004332057,0.0004422728,0.00004663443,0.00001743415,0.0002068146,0.001181556,0.00003030445],"category_scores_gemma":[0.000736923,0.0003573328,0.0003510961,0.0005475857,0.0001959787,0.00003433287,0.0001575727,0.001808023,0.00009708061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002082489,"about_ca_system_score_gemma":0.0003412307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004397354,"about_ca_topic_score_gemma":0.00004197043,"domain_scores_codex":[0.9962762,0.001089565,0.000914567,0.000917776,0.0003194782,0.0004824],"domain_scores_gemma":[0.9982008,0.0002504576,0.0004026247,0.0007507886,0.0001432103,0.0002520997],"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":[0.0000274391,0.0001424907,0.0001153726,0.009717348,0.00008133144,0.00008347238,0.00002156172,2.376195e-9,3.703432e-7,0.00022322,0.002468992,0.9871184],"study_design_scores_gemma":[0.0006916108,0.0007829943,0.0007624507,0.003852362,0.000525454,0.0002590559,0.000001165916,0.00000558189,1.065163e-7,0.00002749255,0.9928993,0.000192439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003644868,0.9918907,0.000001582217,0.001560309,0.0002208579,0.005744086,0.00002303046,0.00004035212,0.0005154684],"genre_scores_gemma":[0.000006944683,0.9962745,0.0004986642,0.0003742084,0.0002466383,0.002231383,0.000133775,0.00006199726,0.0001718566],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9904303,"threshold_uncertainty_score":0.9998879,"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."}}