{"id":"W4395053971","doi":"10.1016/j.nic.2024.03.010","title":"Cognitive Impairment in Multiple Sclerosis","year":2024,"lang":"en","type":"article","venue":"Neuroimaging Clinics of North America","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Multiple sclerosis; Cognition; Cognitive impairment; Quality of life (healthcare); Affect (linguistics); Physical disability; Physical medicine and rehabilitation; Physical therapy; Psychiatry; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002582236,0.0002050949,0.000518356,0.0003866608,0.00005258698,0.00002905778,0.0001300425,0.00002966985,0.00004757318],"category_scores_gemma":[0.00196584,0.0001844796,0.0002120494,0.0009011565,0.0004121653,0.0001168919,0.0001960909,0.0005733726,0.0000967396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006281507,"about_ca_system_score_gemma":0.000181535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001895772,"about_ca_topic_score_gemma":0.00006257065,"domain_scores_codex":[0.9977887,0.0000980956,0.0006079702,0.0005406058,0.0005198858,0.0004447571],"domain_scores_gemma":[0.9976179,0.001637988,0.00009447283,0.000293779,0.0001870466,0.000168808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002287185,0.0003575384,0.6992904,0.0002964216,0.0000802341,0.0001133549,0.0004386661,0.00003531497,0.0004179565,7.722687e-7,0.0008401084,0.2979005],"study_design_scores_gemma":[0.001514843,0.0005533837,0.9759896,0.0009062881,0.00005906088,0.000005871635,0.0001704814,0.01624936,0.0001486963,0.000005093565,0.00425343,0.0001438469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950586,0.001213359,0.0001661796,0.001735518,0.0002427227,0.0006747308,0.0001020892,0.0001406569,0.0006661233],"genre_scores_gemma":[0.9938884,0.004289719,0.0008352479,0.0006878325,0.00009507907,0.00005567822,0.00003455609,0.00004465843,0.00006883479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2977566,"threshold_uncertainty_score":0.7522858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056453988199922,"score_gpt":0.3668908220030684,"score_spread":0.2612454231830762,"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."}}