{"id":"W7117366757","doi":"10.1177/13524585251396439","title":"Periventricular gradients in axonal and myelin microstructure are present in people with multiple sclerosis having low and high disability","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 Calgary; Western University; McGill University; Montreal Neurological Institute and Hospital","funders":"Canadian Institutes of Health Research; Canada First Research Excellence Fund","keywords":"Multiple sclerosis; Myelin; Central nervous system disease; Clinical neurology; Lesion; Degenerative disease","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00094991,0.0005624077,0.001139319,0.0006028978,0.0005427724,0.0002827639,0.0002698774,0.0002402675,0.00005344114],"category_scores_gemma":[0.001545894,0.0004404471,0.0001605641,0.00106559,0.0007130721,0.000389172,0.0005054378,0.001385491,0.000002176972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000743053,"about_ca_system_score_gemma":0.0001445512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001804036,"about_ca_topic_score_gemma":0.009124755,"domain_scores_codex":[0.9957491,0.0003762709,0.0009545849,0.0009753625,0.0008688553,0.001075786],"domain_scores_gemma":[0.9977509,0.0006723827,0.0002763531,0.000477841,0.0003177169,0.0005048204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00120702,0.0007080381,0.9665277,0.0004379986,0.0001536177,0.00005371988,0.00111949,0.0003883066,0.01733804,0.000002939418,0.0001629949,0.01190016],"study_design_scores_gemma":[0.01502969,0.0001997063,0.9697425,0.004198517,0.00007139638,0.00007711074,0.00190758,0.006331063,0.001959058,0.00002392429,0.00008481753,0.0003746706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924369,0.002761994,0.000128203,0.002914551,0.0001818893,0.001427464,0.00009707244,0.00003900516,0.00001287198],"genre_scores_gemma":[0.9938719,0.003152177,0.002406203,0.0001627378,0.0001579054,0.0001420617,0.00002181016,0.00004735338,0.00003791197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01537899,"threshold_uncertainty_score":0.9998047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163914661992458,"score_gpt":0.2610034982684369,"score_spread":0.2293643516485123,"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."}}