{"id":"W1948224189","doi":"10.1186/s12883-015-0411-4","title":"Metabolic dysfunctions in multiple sclerosis: implications as to causation, early detection, and treatment, a case control study","year":2015,"lang":"en","type":"article","venue":"BMC Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Phenomenome Discoveries (Canada)","funders":"","keywords":"Multiple sclerosis; Plasmalogen; Internal medicine; Medicine; Metabolome; Neurology; Lipidomics; Disease; Endocrinology; Gastroenterology; Physiology; Biology; Bioinformatics; Immunology; Metabolite; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00235443,0.0006634551,0.0005607685,0.001412065,0.001109338,0.0006842822,0.0005707507,0.0007012396,0.001785289],"category_scores_gemma":[0.003688967,0.0005579197,0.0004799716,0.0009900994,0.0006164376,0.000389773,0.0004652792,0.0003928311,0.0002391541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003428813,"about_ca_system_score_gemma":0.0003051476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002112255,"about_ca_topic_score_gemma":0.001954927,"domain_scores_codex":[0.9987805,0.0004558431,0.0001364344,0.0003981604,0.000160355,0.00006859962],"domain_scores_gemma":[0.9984977,0.0004880289,0.0003975571,0.0002836136,0.0001760102,0.0001570543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002237,0.0005976963,0.9864357,0.00009714841,0.0003939936,0.001465064,0.0003831043,0.00004967494,0.002456808,0.0001507368,0.0001856333,0.005547441],"study_design_scores_gemma":[0.0001984809,0.002160546,0.989637,0.00002999084,0.000421638,0.005553896,0.0002637969,0.0004310591,0.000473337,0.0001135687,0.0007038477,0.00001294306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975096,0.001232843,0.0006124593,0.00003418151,0.00001240764,0.00007590214,0.0001346095,0.000009638966,0.0003783915],"genre_scores_gemma":[0.9987196,0.0003561254,0.0004982449,0.0000227059,0.00002580794,0.00005420547,0.0001655835,0.000003220399,0.0001545885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00235443,"threshold_uncertainty_score":0.01245153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1586785508181249,"score_gpt":0.3434704402777288,"score_spread":0.1847918894596039,"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."}}