{"id":"W4310571960","doi":"10.1038/s41574-022-00777-1","title":"Approaches to addressing the rise in obesity levels","year":2022,"lang":"en","type":"review","venue":"Nature Reviews Endocrinology","topic":"Dietary Effects on Health","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"School of Medicine, Shanghai Jiao Tong University; National Institutes of Health; Novo Nordisk Fonden; Australian Catholic University; Shanghai Jiao Tong University; Patient-Centered Outcomes Research Institute; University of Alberta; Brigham and Women's Hospital","keywords":"Medicine; Obesity; Overweight; Public health; Quality of life (healthcare); Gerontology; Environmental health; Bioinformatics; Pathology; Nursing","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":[0.001265578,0.001456741,0.002212969,0.002379193,0.000303556,0.001565604,0.001073624,0.002088801,0.007217161],"category_scores_gemma":[0.001917488,0.000376526,0.001192686,0.001887598,0.0007204672,0.00169383,0.001712333,0.004348712,0.002431124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007737377,"about_ca_system_score_gemma":0.001561608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002080015,"about_ca_topic_score_gemma":0.004705736,"domain_scores_codex":[0.9997009,0.00006875477,0.00004181617,0.00005200157,0.00009833274,0.00003825035],"domain_scores_gemma":[0.9992674,0.000416989,0.00009064006,0.00002024365,0.0001434087,0.00006128458],"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":[0.0002309677,0.0001229139,0.0002027167,0.03254431,0.0003232581,0.0001544198,0.00005312354,0.0002783076,0.001464454,0.005623293,0.0311893,0.927813],"study_design_scores_gemma":[0.0001131884,0.0001744323,0.001162156,0.01579636,0.0005157609,0.0005066048,0.00009482382,0.00009292328,0.0003261968,0.005014654,0.9761672,0.00003566541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004803082,0.9982267,0.0001122045,0.0006613208,0.0003919351,0.000003902471,0.00001914065,0.00000787803,0.0005288321],"genre_scores_gemma":[0.0003314365,0.9982308,0.0002155469,0.0006140456,0.0002995238,0.000007984644,0.00002539655,0.000001966406,0.0002733461],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007217161,"threshold_uncertainty_score":0.02414382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5512720602095742,"score_gpt":0.4608823447130109,"score_spread":0.09038971549656327,"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."}}