{"id":"W3168177144","doi":"10.1177/20552173211015503","title":"Relapse recovery in multiple sclerosis: Effect of treatment and contribution to long-term disability","year":2021,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal - Experimental Translational and Clinical","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Race to Erase MS; Mallinckrodt Pharmaceuticals; National Multiple Sclerosis Society","keywords":"Medicine; Expanded Disability Status Scale; Multiple sclerosis; Disease; Pediatrics; Physical therapy; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001200969,0.0003450171,0.001034468,0.0001133517,0.0002904903,0.00007109651,0.00008196536,0.00020135,0.0001120503],"category_scores_gemma":[0.001450411,0.0002696307,0.0004362323,0.0002624588,0.0005236624,0.0002519,0.0000965795,0.0004351588,0.000005794425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000328247,"about_ca_system_score_gemma":0.0001226118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007380709,"about_ca_topic_score_gemma":0.0002604824,"domain_scores_codex":[0.9964382,0.0006858602,0.001304443,0.0006404813,0.0004977476,0.0004332412],"domain_scores_gemma":[0.9963352,0.002455981,0.000170928,0.0002438839,0.0002003154,0.0005936637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00491502,0.001757406,0.8251056,0.00005639892,0.0002721335,0.00001593024,0.0002642211,0.00002669401,0.1408445,0.000008836162,0.00001276844,0.02672049],"study_design_scores_gemma":[0.01995265,0.003810307,0.9080295,0.000793233,0.0001049951,0.00005981064,0.0001331392,0.0004378295,0.06642441,0.00001512845,0.00003090558,0.0002081054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925143,0.004387365,0.0001071268,0.001630483,0.0002130686,0.000983814,0.0001257883,0.00001950295,0.00001852217],"genre_scores_gemma":[0.9932933,0.005194189,0.0009748248,0.0001026818,0.0002218978,0.00009677585,0.00007290628,0.00002577652,0.00001759134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0829239,"threshold_uncertainty_score":0.9999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1422290573835009,"score_gpt":0.3898073066572257,"score_spread":0.2475782492737248,"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."}}