{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002945878,0.0007167298,0.001162107,0.0005059848,0.0008030387,0.0002314703,0.0005767378,0.0002838789,0.0004578354],"category_scores_gemma":[0.004948904,0.00058724,0.0005976892,0.001087891,0.0006899328,0.001398288,0.0005995785,0.002213852,0.0002203447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001510482,"about_ca_system_score_gemma":0.0001419433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005775474,"about_ca_topic_score_gemma":0.0004972248,"domain_scores_codex":[0.9929709,0.0004920529,0.001552297,0.0007564842,0.001781745,0.002446515],"domain_scores_gemma":[0.9960209,0.0008214866,0.0004389951,0.0009154644,0.0005063692,0.001296819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006200635,0.001801522,0.7370488,0.0001025554,0.0001950596,0.00000730793,0.0007940507,0.00001727945,0.2047957,0.000003528912,0.001718649,0.05289547],"study_design_scores_gemma":[0.01126581,0.0002440891,0.9653494,0.0007468451,0.00007323573,0.00005080859,0.0007740805,0.002032465,0.01675928,0.0000126991,0.0021346,0.000556708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921383,0.002654564,0.00008803183,0.001643666,0.001500892,0.00142828,0.00006470994,0.0001466546,0.0003348925],"genre_scores_gemma":[0.9912269,0.002768963,0.003651405,0.000577118,0.001260043,0.0002013216,0.00003593041,0.0001178619,0.0001605249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2283006,"threshold_uncertainty_score":0.9996579,"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."}}