{"id":"W4409959051","doi":"10.1177/13524585251335510","title":"Physical activity demonstrates protective associations with structural visual metrics in children with multiple sclerosis through time","year":2025,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children","funders":"National Multiple Sclerosis Society","keywords":"Nerve fiber layer; Medicine; Retinal; Multiple sclerosis; Optic neuritis; Ophthalmology; Clinically isolated syndrome; Optical coherence tomography; Immunology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006628438,0.0006945367,0.001281232,0.0008315329,0.001120457,0.0003394429,0.0003862377,0.0002426629,0.00004318187],"category_scores_gemma":[0.002231125,0.0004902103,0.0003194213,0.003028862,0.0005893013,0.0009547055,0.0002422886,0.002097228,0.00002514077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001253006,"about_ca_system_score_gemma":0.0006403817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009935583,"about_ca_topic_score_gemma":0.0007869646,"domain_scores_codex":[0.9952773,0.0004817679,0.0005853501,0.0008717297,0.001540285,0.001243494],"domain_scores_gemma":[0.9967276,0.00109088,0.0004717191,0.0004443862,0.0009084416,0.0003569582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001481018,0.001308145,0.916351,0.00003555702,0.001512877,0.000009475353,0.0006758771,0.0005653828,0.0573928,0.000007905235,0.0001926822,0.0204673],"study_design_scores_gemma":[0.01246771,0.0009896847,0.9378201,0.0008422494,0.0002814909,0.00005206235,0.0003899975,0.01729024,0.02933812,0.00003775512,0.000008073193,0.0004824585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941435,0.0001683699,0.00166147,0.0009204057,0.00006921936,0.002483533,0.0001604905,0.0001465695,0.0002464632],"genre_scores_gemma":[0.9932812,0.0001626005,0.005694695,0.0001039424,0.0002879245,0.0002611482,0.00003731205,0.00008084946,0.00009030211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02805468,"threshold_uncertainty_score":0.999755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05817838359044387,"score_gpt":0.3196457369192132,"score_spread":0.2614673533287693,"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."}}