{"id":"W4388818964","doi":"10.1016/j.msard.2023.105141","title":"Is multiple sclerosis a glymphaticopathy?","year":2023,"lang":"en","type":"editorial","venue":"Multiple Sclerosis and Related Disorders","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Multiple sclerosis; Medicine; Dermatology; 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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0006823824,0.001411359,0.002133905,0.0007715085,0.0007461629,0.0002799163,0.0004711688,0.003990466,0.0003719023],"category_scores_gemma":[0.004051561,0.001178278,0.001249842,0.001319071,0.0005902267,0.0002247074,0.0003935425,0.001649482,0.0009587941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003114933,"about_ca_system_score_gemma":0.0005346868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001543323,"about_ca_topic_score_gemma":0.000140053,"domain_scores_codex":[0.9924433,0.0002405381,0.001836607,0.002157257,0.001914091,0.001408256],"domain_scores_gemma":[0.9936963,0.002632932,0.0008170853,0.001355056,0.0004466524,0.001051918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005276824,0.0006610432,0.006344655,0.00089001,0.001644752,0.0000233896,0.001047708,0.0000333861,0.001966567,0.000003681341,0.9663232,0.0205339],"study_design_scores_gemma":[0.0699233,0.00191477,0.08021171,0.05980922,0.009256784,0.00003394196,0.00501383,0.01334807,0.0008170662,0.0002518682,0.7531766,0.006242819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.06873579,0.04768077,0.00001392459,0.001424291,0.8744321,0.00281585,0.001898499,0.001612374,0.001386418],"genre_scores_gemma":[0.4817911,0.3102701,0.0002031121,0.0004410754,0.1914374,0.0008495744,0.003980128,0.001228342,0.009799133],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6829947,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0319411615542682,"score_gpt":0.246925281360077,"score_spread":0.2149841198058088,"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."}}