{"id":"W1551155942","doi":"10.1016/j.msard.2015.05.009","title":"Neurologists׳ accuracy in predicting cognitive impairment in multiple sclerosis","year":2015,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Multiple Sclerosis Society; Multiple Sclerosis Society of Canada","keywords":"Multiple sclerosis; Medicine; Cognitive impairment; Cognition; Physical medicine and rehabilitation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005790214,0.0004499402,0.0006744036,0.002140844,0.0006291388,0.001594336,0.0006703326,0.001414494,0.001562027],"category_scores_gemma":[0.02717958,0.000439473,0.001068486,0.001134783,0.0004070472,0.001571474,0.0007046712,0.0008487991,0.000659835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005424522,"about_ca_system_score_gemma":0.0007069437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01755534,"about_ca_topic_score_gemma":0.02363287,"domain_scores_codex":[0.996994,0.001234416,0.0005197175,0.0003833747,0.000607875,0.0002605641],"domain_scores_gemma":[0.9839453,0.009078348,0.002948588,0.0007227522,0.002544801,0.00076014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003565808,0.00005482505,0.9936354,0.00005188232,0.0003687571,0.00005064882,0.0001195231,0.0001690345,0.00004596453,0.00002015735,0.0006340735,0.004493052],"study_design_scores_gemma":[0.00006397328,0.0001626219,0.9964029,0.00008335488,0.000548348,0.000338933,0.0003399175,0.001156739,0.0001233769,0.0001056621,0.000657575,0.00001656025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850965,0.006413263,0.0001722657,0.001102943,0.0002355094,0.00001959381,0.0009831438,0.0000283941,0.005948445],"genre_scores_gemma":[0.9977795,0.0008152547,0.0001458051,0.0001438563,0.0001137546,0.000005245985,0.0005033034,0.000002609289,0.0004906001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01755534,"threshold_uncertainty_score":0.03490627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08852712692423444,"score_gpt":0.2958466182721283,"score_spread":0.2073194913478939,"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."}}