{"id":"W2172431827","doi":"10.1093/brain/awv258","title":"Defining reliable disability outcomes in multiple sclerosis","year":2015,"lang":"en","type":"article","venue":"Brain","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":243,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Montréal; Hôtel-Dieu de Québec; Cégep de Lévis; Hôpital Charles-Le Moyne; Hôpital Notre-Dame","funders":"","keywords":"Concordance; Medicine; Expanded Disability Status Scale; Population; Cohort; Multiple sclerosis; Confidence interval; Physical therapy; Cohort study; Internal medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001151338,0.0001549593,0.0004350378,0.00008476247,0.00006466061,0.00002219784,0.000119086,0.00007441253,0.00005795211],"category_scores_gemma":[0.01305061,0.0001235378,0.00008927071,0.0003188858,0.0002204982,0.0001107218,0.0001922072,0.0002492775,0.0001955445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076899,"about_ca_system_score_gemma":0.0001313402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487175,"about_ca_topic_score_gemma":0.001342077,"domain_scores_codex":[0.9982791,0.00009514324,0.0003203285,0.0003465569,0.0004978696,0.0004610253],"domain_scores_gemma":[0.9983842,0.0007452095,0.00004103053,0.0004535395,0.00009818959,0.0002778424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001276442,0.0003085073,0.9802402,0.00003907594,0.00002480659,0.000006190398,0.0005388136,0.00002639566,0.00103295,0.00009280588,0.01204225,0.005520368],"study_design_scores_gemma":[0.003999117,0.0001277602,0.9877709,0.0001144746,0.000006581158,0.000001553375,0.0007260879,0.0009511507,0.0005616929,0.00008431252,0.005531301,0.0001251412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826751,0.0002814683,0.00002148705,0.01154658,0.0001047411,0.0005194505,0.00001779397,0.0001020569,0.00473126],"genre_scores_gemma":[0.9950761,0.00003008324,0.003116551,0.000610171,0.00004499203,0.00008184338,0.00001562924,0.0000225794,0.001002079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01240091,"threshold_uncertainty_score":0.9952629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1622974348188848,"score_gpt":0.351897363496649,"score_spread":0.1895999286777642,"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."}}