{"id":"W2045091008","doi":"10.1177/1352458512439119","title":"Natural, innate improvements in multiple sclerosis disability","year":2012,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Natural history; Multiple sclerosis; Expanded Disability Status Scale; Medicine; Observational study; Natural history study; Logistic regression; Clinical trial; Clinical endpoint; Confidence interval; Physical therapy; Internal medicine; Pediatrics; Demography; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001267676,0.0002438391,0.0002624232,0.000777891,0.0002395534,0.0006327107,0.0003113698,0.0002383362,0.002927073],"category_scores_gemma":[0.003138213,0.00008892654,0.0002201273,0.0007699369,0.0006542478,0.0003787022,0.0005560308,0.0005559773,0.0002991075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298229,"about_ca_system_score_gemma":0.001071279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01295621,"about_ca_topic_score_gemma":0.0181085,"domain_scores_codex":[0.9992205,0.0002131741,0.00006187672,0.0001454215,0.0002425084,0.0001165793],"domain_scores_gemma":[0.996912,0.0005720382,0.001625425,0.0002092811,0.0003864101,0.0002949521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005372823,0.0001389499,0.9596184,0.0002534783,0.0001388548,0.0001820685,0.0001990506,0.0005508934,0.001444972,0.000314891,0.0007831735,0.03583798],"study_design_scores_gemma":[0.000006793261,0.00009046606,0.9982856,0.00002545022,0.0000182817,0.0002082561,0.00004131837,0.0001376608,0.0001465677,0.0001923113,0.0008432188,0.000004067967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837844,0.007203209,0.0005416633,0.0005427512,0.00001597798,0.00005246459,0.002081607,0.0000424714,0.005735499],"genre_scores_gemma":[0.9976326,0.0009021384,0.00031938,0.00008987555,0.00002243033,0.00001767602,0.0004691143,0.000003787038,0.0005428559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01295621,"threshold_uncertainty_score":0.0257616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1464856655963924,"score_gpt":0.3227992360109472,"score_spread":0.1763135704145548,"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."}}