{"id":"W4396831058","doi":"10.1007/s00415-024-12409-x","title":"The influence of depression and anxiety on cognition in people with multiple sclerosis: a cross-sectional analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; St. Michael's Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Cross-sectional study; Multiple sclerosis; Depression (economics); Anxiety; Neurology; Cognition; Neuroradiology; Psychology; Clinical psychology; Medicine; Psychiatry; Pathology","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":[0.0005333932,0.00007867011,0.0002619934,0.0003605211,0.00007706031,0.00002962745,0.00006451407,0.00005712923,0.000006705303],"category_scores_gemma":[0.0006346682,0.0000426138,0.00008802212,0.0004971734,0.0002019069,0.00009235653,0.00004245254,0.0004614892,8.398526e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001964006,"about_ca_system_score_gemma":0.00006302968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003479899,"about_ca_topic_score_gemma":0.0003297191,"domain_scores_codex":[0.998865,0.0001145358,0.0003475219,0.0001572934,0.0003675979,0.0001480511],"domain_scores_gemma":[0.9985912,0.0008636947,0.000135838,0.00009926133,0.0002484125,0.00006152633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002672949,0.0000734403,0.9701554,0.00004030539,0.00030078,0.00003032353,0.000130042,0.003931137,0.02128596,0.000003315336,0.00003638145,0.00134],"study_design_scores_gemma":[0.001216405,0.001061403,0.9937874,0.00009629876,0.0001184623,0.0001651324,0.00001698495,0.002807963,0.0005202382,0.00001504326,0.0001635619,0.00003108893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981548,0.0005951689,0.00002660942,0.001015,0.0000460677,0.0001197887,0.000006055467,0.000005354753,0.00003120665],"genre_scores_gemma":[0.9972605,0.002459401,0.00003988649,0.0001607164,0.00005520007,0.000009128419,9.878991e-7,0.00000684836,0.000007406356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02363206,"threshold_uncertainty_score":0.2004967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03385857721881851,"score_gpt":0.3209204308283706,"score_spread":0.2870618536095521,"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."}}