{"id":"W4292805718","doi":"10.1016/j.msard.2022.104138","title":"Delayed cognitive processing and treatment status quo bias in early-stage multiple sclerosis","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Celgene; Teva Pharmaceutical Industries; Biogen; Sanofi; Heart and Stroke Foundation of Canada; Roche","keywords":"Medicine; Expanded Disability Status Scale; Multiple sclerosis; Mood; Physical therapy; Cohort; Quality of life (healthcare); Cognition; Disease; Pediatrics; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005318412,0.0005814139,0.0008462423,0.0006117189,0.001097949,0.000124513,0.0001211199,0.0001951803,0.0001722655],"category_scores_gemma":[0.0007498651,0.0005053803,0.000193162,0.001007472,0.0005737699,0.0002677412,0.0004529226,0.0007760564,0.00001030809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004409385,"about_ca_system_score_gemma":0.0001690456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00803992,"about_ca_topic_score_gemma":0.004403342,"domain_scores_codex":[0.9958422,0.0003761747,0.0007631612,0.001115583,0.0007425267,0.001160378],"domain_scores_gemma":[0.9981537,0.00065837,0.0002421932,0.0003154166,0.0001296163,0.000500694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001625197,0.001222655,0.7615639,0.00009518069,0.0004150656,0.000019774,0.01198561,0.0002641851,0.004442837,0.000005472491,0.00005459356,0.2183055],"study_design_scores_gemma":[0.02379464,0.001869026,0.9369951,0.0004192987,0.000171749,0.000007200677,0.01396772,0.02054674,0.0003007075,0.00001482581,0.001391675,0.0005212452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888994,0.00684631,0.00001769054,0.0008013385,0.0001173234,0.002264429,0.0003844737,0.0001689226,0.0005001078],"genre_scores_gemma":[0.979051,0.01888152,0.0002621269,0.0001199277,0.00002507646,0.0008738006,0.0001848329,0.0001035748,0.000498129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2177843,"threshold_uncertainty_score":0.9997398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08463754628614457,"score_gpt":0.2919322496893322,"score_spread":0.2072947034031877,"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."}}