{"id":"W4210882848","doi":"10.3389/fnut.2022.748305","title":"Dietary Transitions and Health Outcomes in Four Populations – Systematic Review","year":2022,"lang":"en","type":"review","venue":"Frontiers in Nutrition","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Finding A Cure for Epilepsy and Seizures","keywords":"Maasai; Obesity; Nutrition transition; Diabetes mellitus; Medicine; Demography; Epidemiological transition; Type 2 diabetes; Disease; Environmental health; Gerontology; Saturated fat; Population; Geography; Endocrinology; Internal medicine; Overweight","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005424983,0.000299901,0.003645615,0.0005436437,0.0001456836,0.00001010947,0.00007393953,0.0001123072,0.00003514868],"category_scores_gemma":[0.00009748281,0.0002627971,0.0004228695,0.0006379869,0.00003408965,0.00006773096,0.0000328703,0.0004555408,0.000002443333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007273043,"about_ca_system_score_gemma":0.00009801923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009328363,"about_ca_topic_score_gemma":0.0000911071,"domain_scores_codex":[0.9975519,0.0003250963,0.001204589,0.0003596953,0.0002925028,0.0002661947],"domain_scores_gemma":[0.9992893,0.00007359613,0.0002736385,0.0002405282,0.00002220756,0.0001007324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00000494729,0.0003986633,0.0002598839,0.9703448,0.00009155965,0.00005363865,0.00001368094,6.565843e-8,1.266683e-9,0.00006579635,0.01817841,0.01058859],"study_design_scores_gemma":[0.0008215837,0.000119574,0.0002876147,0.7882403,0.001112861,0.0001428444,0.0001322373,0.00000488722,6.925298e-10,0.0006959838,0.2082393,0.0002027677],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.117947e-7,0.9888902,0.00004416793,0.003790231,0.0003693901,0.00646155,0.0003299673,0.0000295159,0.00008441007],"genre_scores_gemma":[0.000001947623,0.9907315,0.002849301,0.001070543,0.00005394165,0.003534146,0.001664293,0.00003274246,0.00006156208],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1900609,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337733702376813,"score_gpt":0.3851533801796554,"score_spread":0.2513800099419741,"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."}}