{"id":"W4413050227","doi":"10.1016/s2352-4642(25)00133-6","title":"Access to therapy for children and adolescents with multiple sclerosis: global considerations in preventing disease progression","year":2025,"lang":"en","type":"article","venue":"The Lancet Child & Adolescent Health","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Hospital for Sick Children; University of British Columbia; Western University; SickKids Foundation","funders":"University of Toronto; Sick Kids Foundation; Hospital for Sick Children; King Chulalongkorn Memorial Hospital","keywords":"Multiple sclerosis; Medicine; Observational study; Disease; Depression (economics); Population; Clinical trial; Pediatrics; MEDLINE; Physical therapy; Psychiatry; Pathology; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0006338396,0.0002266056,0.0005137342,0.0001036468,0.0005628861,0.0001196851,0.0001995025,0.00003461768,0.000002015387],"category_scores_gemma":[0.0003993861,0.0001404176,0.00005537703,0.0003881998,0.0001179421,0.0001003401,0.0002247469,0.0003796247,0.000001154956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002000789,"about_ca_system_score_gemma":0.0003394765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000148436,"about_ca_topic_score_gemma":0.0007383815,"domain_scores_codex":[0.9979671,0.0001917588,0.0003567292,0.0004868944,0.0003331854,0.0006643596],"domain_scores_gemma":[0.9989558,0.00006823742,0.0001115452,0.0004497639,0.0001102003,0.0003044528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00229066,0.0005958063,0.9604661,0.0005678306,0.00004972698,7.059209e-7,0.0001877067,0.00003920447,0.00002170912,0.00006717888,0.005714454,0.02999892],"study_design_scores_gemma":[0.008618785,0.0001746465,0.9781469,0.01231003,0.0000191685,0.00000277028,0.00004605519,0.0002036397,0.00005132437,0.00006188421,0.0002447362,0.0001201288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8640011,0.005744681,0.0005087745,0.1186418,0.00009337714,0.01066529,0.0001872852,0.0001086122,0.00004905165],"genre_scores_gemma":[0.9818987,0.002556931,0.0006703451,0.01407261,0.0003527817,0.0003936155,0.00003119577,0.00001825513,0.000005565522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1178976,"threshold_uncertainty_score":0.5726061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07595272713621157,"score_gpt":0.3939423484639804,"score_spread":0.3179896213277688,"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."}}