{"id":"W4406080382","doi":"10.1016/j.heliyon.2025.e41631","title":"Characterizing the fecal microbiome in patients on the ketogenic diet for drug resistant epilepsy","year":2025,"lang":"en","type":"article","venue":"Heliyon","topic":"Diet and metabolism studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital","funders":"McMaster University","keywords":"Ketogenic diet; Microbiome; Epilepsy; Drug Resistant Epilepsy; Gut microbiome; Feces; Fecal bacteriotherapy; Medicine; Drug; Bioinformatics; Pharmacology; Biology; Psychiatry; Microbiology; Antibiotics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002587876,0.00019762,0.0002931433,0.0005236319,0.0003739102,0.0005249165,0.0001387361,0.0003813543,0.002017577],"category_scores_gemma":[0.00104009,0.0001189418,0.000338579,0.0005372392,0.0001490524,0.0003492552,0.0003954615,0.0003429519,0.0002892599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002377205,"about_ca_system_score_gemma":0.0002494905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492748,"about_ca_topic_score_gemma":0.003520003,"domain_scores_codex":[0.9998472,0.00003745756,0.00002203585,0.00003148974,0.00002128724,0.00004049332],"domain_scores_gemma":[0.9995891,0.00008237637,0.0001438478,0.00002308321,0.0000749324,0.00008662865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004457785,0.0000622408,0.9851849,0.00005742538,0.0000471314,0.0006557006,0.000231882,0.00004062589,0.004107846,0.00002339398,0.0007168571,0.008426266],"study_design_scores_gemma":[0.00001657071,0.0004314829,0.9948613,0.00005181077,0.00004562701,0.001604909,0.000878389,0.0001481273,0.0008797341,0.00006936565,0.00100219,0.00001054977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977494,0.0005075461,0.0002683866,0.0002277263,0.00001854299,0.00002269529,0.0007216348,0.000007871733,0.000476064],"genre_scores_gemma":[0.9971788,0.0005477935,0.0006813277,0.0003868052,0.00002780072,0.00002877357,0.0007749359,0.000006135484,0.0003675313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002492748,"threshold_uncertainty_score":0.006749511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499270986462581,"score_gpt":0.2627861507195813,"score_spread":0.2477934408549555,"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."}}