{"id":"W4210494994","doi":"10.3390/healthcare10020245","title":"Monitoring Glucose Concentrations in Children with Epilepsy on a Ketogenic Diet","year":2022,"lang":"en","type":"article","venue":"Healthcare","topic":"Diet and metabolism studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Ketogenic diet; Hypoglycemia; Epilepsy; Medicine; Pediatrics; Anesthesia; Internal medicine; Endocrinology; Insulin; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000101832,0.00009752488,0.0002163643,0.00007817702,0.0002184952,0.000005098834,0.00004693362,0.00002073873,0.00003725124],"category_scores_gemma":[0.00001951112,0.00008261818,0.00003530044,0.0002724701,0.00002413812,0.00002450169,0.00003960626,0.0003026831,0.000008664007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128944,"about_ca_system_score_gemma":0.0001485052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003523975,"about_ca_topic_score_gemma":0.00009304138,"domain_scores_codex":[0.9990739,0.00005965945,0.0001522727,0.0002006769,0.0002495031,0.0002639854],"domain_scores_gemma":[0.9996219,0.0000199052,0.00003976566,0.0001787964,0.00003677536,0.0001028533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003290665,0.0001144633,0.993606,0.00002245742,0.00003349453,0.00001728927,0.001221318,0.00001261349,0.0000564704,0.000415868,0.0001633084,0.004007597],"study_design_scores_gemma":[0.001201617,0.0009138411,0.9931356,0.00006580497,0.00002475545,0.00001319671,0.001541785,0.000003811098,0.0002063417,0.00002502625,0.002791407,0.00007682179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907266,0.004434211,8.264857e-7,0.003322316,0.000252549,0.0005465616,0.00002921107,0.0000468708,0.0006408434],"genre_scores_gemma":[0.9978667,0.0007146702,0.00008685962,0.0006705694,0.0002255121,0.0002326763,0.00002810969,0.00001647252,0.00015841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007140109,"threshold_uncertainty_score":0.3369071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02900569936955167,"score_gpt":0.3084285429456551,"score_spread":0.2794228435761035,"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."}}