{"id":"W4366248376","doi":"10.1212/wnl.0000000000207301","title":"Longitudinal Changes in Cognitive Test Scores in Patients With Relapsing-Remitting Multiple Sclerosis","year":2023,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Paced Auditory Serial Addition Test; Psychology; Multiple sclerosis; Cognition; Cognitive impairment; Audiology; Physical medicine and rehabilitation; Medicine; Psychiatry","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":[0.0003025097,0.000186439,0.0004023788,0.0006318181,0.00008082578,0.00001147618,0.00009310806,0.0001092981,0.00003407345],"category_scores_gemma":[0.004399897,0.0001544398,0.00002965286,0.001007571,0.0002483124,0.00006257211,0.0002002327,0.0005556467,0.00005552386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000414538,"about_ca_system_score_gemma":0.00003897682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003852246,"about_ca_topic_score_gemma":0.006394681,"domain_scores_codex":[0.9980877,0.0001187291,0.0002407451,0.0005251148,0.0003609334,0.0006667973],"domain_scores_gemma":[0.997742,0.001756293,0.00007237133,0.0001823655,0.0001516809,0.00009530347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001656127,0.0003001901,0.9911698,0.00004362049,0.00002068501,0.0001095657,0.000360835,0.00001850279,0.0009556244,7.359185e-7,0.0001554777,0.005208815],"study_design_scores_gemma":[0.007409188,0.002489844,0.9885962,0.0003589356,0.00001354189,0.000002845135,0.00005292426,0.0006289894,0.0002981799,0.000003309498,0.00003005341,0.0001159859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964877,0.00004293579,0.000001592354,0.002287263,0.00008823776,0.0007328255,0.00002454917,0.00009415237,0.0002407373],"genre_scores_gemma":[0.9989504,0.0001890442,0.00004018039,0.0004891785,0.00006753984,0.0001511336,0.00004441906,0.00003501683,0.00003313796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006009456,"threshold_uncertainty_score":0.629787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0876561125226806,"score_gpt":0.3047677240284326,"score_spread":0.217111611505752,"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."}}