{"id":"W3201551668","doi":"10.1038/s41598-021-97543-6","title":"Cerebrospinal fluid markers in incident pediatric-onset multiple sclerosis: a nationwide study","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Norges Forskningsråd; European Committee for Treatment and Research in Multiple Sclerosis; Vetenskapsrådet; Karolinska Institutet; Forskningsrådet om Hälsa, Arbetsliv och Välfärd","keywords":"Multiple sclerosis; Medicine; Cerebrospinal fluid; Odds ratio; Cohort; McDonald criteria; Internal medicine; Cohort study; Prospective cohort study; Immunology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006013531,0.0003020393,0.0004417757,0.0006091815,0.0003296061,0.0004823217,0.0002894877,0.0002907937,0.0007650451],"category_scores_gemma":[0.001958493,0.0003460531,0.0002902793,0.001438976,0.000177785,0.0004784968,0.0003839857,0.000550151,0.0002007152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003502921,"about_ca_system_score_gemma":0.0005432304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008128495,"about_ca_topic_score_gemma":0.008216891,"domain_scores_codex":[0.9995271,0.0001256675,0.00005267598,0.0001072864,0.0001084998,0.00007873063],"domain_scores_gemma":[0.9986942,0.0001380846,0.000744916,0.0001020117,0.0001523134,0.0001685116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002379337,0.0000150587,0.999456,0.000003708986,0.00001533262,0.00003941185,0.00001916824,0.00001184643,0.00006303572,0.00000499675,0.0000309996,0.0003166987],"study_design_scores_gemma":[0.000004732532,0.00006016383,0.9993679,0.000004310687,0.00001680546,0.0002642086,0.00006384776,0.0000609765,0.00003726065,0.000006318626,0.0001123426,0.000001154121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999221,0.000144248,0.00004726048,0.0000144386,0.000001868252,0.000004529631,0.0004407094,0.000002266993,0.0001236823],"genre_scores_gemma":[0.9985184,0.0002497988,0.0001155398,0.00002043151,0.000005969613,0.00001520349,0.001013912,0.000002591098,0.00005811771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008128495,"threshold_uncertainty_score":0.01616234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05873843958866195,"score_gpt":0.3150707159569644,"score_spread":0.2563322763683025,"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."}}