{"id":"W4408695010","doi":"10.47626/2237-6089-2024-0932","title":"Perspectives on the ketogenic diet as a non-pharmacological intervention for major depressive disorder","year":2025,"lang":"en","type":"article","venue":"Trends in Psychiatry and Psychotherapy","topic":"Diet and metabolism studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Mental Health & Substance Use Services; Western University; London Health Sciences Centre; Queen's University; McMaster University; McMaster Children's Hospital; St. Joseph’s Healthcare Hamilton","funders":"Queen's University; Physicians' Services Incorporated Foundation","keywords":"Ketogenic diet; Intervention (counseling); Medicine; Psychology; Clinical psychology; Psychiatry; Epilepsy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001766486,0.00017572,0.0002624764,0.0001935899,0.0001479422,0.00001874545,0.0000902064,0.00007971921,0.0003914406],"category_scores_gemma":[0.00001051355,0.0001058051,0.0002058415,0.0003163023,0.0001041151,0.0000303418,0.0000058079,0.0001873183,0.000003884344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009144952,"about_ca_system_score_gemma":0.00001597558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001173638,"about_ca_topic_score_gemma":0.00005507734,"domain_scores_codex":[0.9991303,0.0000529506,0.0002027432,0.0003330116,0.00008197848,0.0001990114],"domain_scores_gemma":[0.9995898,0.0001186231,0.00005568032,0.0001700079,0.00002905049,0.00003681541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04866919,0.007612457,0.1720354,0.000225988,0.002932544,0.000005381644,0.01228342,0.000002770497,0.0008826296,0.2226201,0.1437793,0.3889508],"study_design_scores_gemma":[0.03068876,0.004246388,0.7925847,0.0006686463,0.000530655,0.000004530362,0.007503053,0.0000910146,0.0001358487,0.08127291,0.08187744,0.000396115],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.907719,0.02840709,0.0006866198,0.03650209,0.002191231,0.000727466,0.0000142351,0.00004198195,0.02371032],"genre_scores_gemma":[0.9738568,0.01111817,0.000524279,0.004155953,0.0003454588,0.0006260604,0.00001013209,0.00002047449,0.009342667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6205492,"threshold_uncertainty_score":0.4314607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176897434726916,"score_gpt":0.3725059806780916,"score_spread":0.3548162372054,"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."}}