{"id":"W3185804297","doi":"10.3389/fnut.2021.702802","title":"Ketogenic Diets and Chronic Disease: Weighing the Benefits Against the Risks","year":2021,"lang":"en","type":"review","venue":"Frontiers in Nutrition","topic":"Diet and metabolism studies","field":"Medicine","cited_by":218,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kelowna General Hospital","funders":"Physicians Committee for Responsible Medicine","keywords":"Ketogenic diet; Medicine; Diabetes mellitus; Disease; Environmental health; Obesity; Chronic disease; Epidemiology; Intensive care medicine; Endocrinology; Epilepsy; Internal medicine","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":[0.0007510282,0.0007135216,0.001571868,0.002176225,0.0002777388,0.001483155,0.0006081829,0.001010201,0.004436863],"category_scores_gemma":[0.001553863,0.0001933433,0.000797265,0.002460692,0.0006005871,0.001400813,0.0007469545,0.001392763,0.0008986977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006334804,"about_ca_system_score_gemma":0.00138093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0013381,"about_ca_topic_score_gemma":0.002565378,"domain_scores_codex":[0.9996111,0.0001213311,0.00007052283,0.00004659239,0.0001261387,0.00002431289],"domain_scores_gemma":[0.9992673,0.0005073104,0.00008915867,0.0000148508,0.00009805471,0.0000234194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001541167,0.00006976779,0.0002997631,0.09245341,0.0004482121,0.0001523969,0.0001879003,0.0002165117,0.0009819657,0.006167203,0.0143783,0.8844906],"study_design_scores_gemma":[0.00003812973,0.0001930086,0.00285618,0.06549334,0.0007904383,0.001387026,0.0003808133,0.000108031,0.0004483661,0.007509564,0.9207605,0.00003456759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008209061,0.9990557,0.00005103007,0.0002338783,0.0001001499,0.000002689689,0.00001033972,0.000002067842,0.0004620877],"genre_scores_gemma":[0.0005566772,0.9989812,0.000101865,0.0001105503,0.00007363685,0.000003323116,0.00001063034,6.070722e-7,0.0001614864],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004436863,"threshold_uncertainty_score":0.01484275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05317687528130412,"score_gpt":0.3280468524459038,"score_spread":0.2748699771645997,"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."}}