{"id":"W4283268169","doi":"10.3389/fnut.2022.919882","title":"Personalized Nutrition Intervention Improves Health Status in Overweight/Obese Chinese Adults: A Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"Frontiers in Nutrition","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Amway Corporation","keywords":"Medicine; Overweight; Body mass index; Randomized controlled trial; Anthropometry; Obesity; Physical therapy; Waist; Internal medicine; Gerontology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001157491,0.0002923062,0.001053398,0.0005028797,0.0001686363,0.00004284216,0.0001771367,0.0001389723,0.00006765467],"category_scores_gemma":[0.0003541596,0.0003000577,0.0006476205,0.00034304,0.0001348377,0.00002232751,0.00008599678,0.0002308407,9.297567e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003226871,"about_ca_system_score_gemma":0.0001586444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002009655,"about_ca_topic_score_gemma":0.0001301883,"domain_scores_codex":[0.9960543,0.001475535,0.001019025,0.0006035046,0.0003632199,0.000484436],"domain_scores_gemma":[0.9990382,0.00004401486,0.0003866651,0.0002765872,0.00009249878,0.0001619892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9813285,0.006107326,0.0009036726,0.0006876246,0.00008600492,0.000007352007,0.0003566184,0.00001610131,0.001602969,0.00004727746,0.008020055,0.0008364358],"study_design_scores_gemma":[0.9861948,0.001559096,0.000199665,0.0002845503,0.00003760893,0.000004091821,0.00243275,0.001230915,0.0001877418,0.004037719,0.003516224,0.0003148],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316133,0.05527016,0.002092559,0.000348528,0.001739089,0.008572061,0.0002546142,0.00002886371,0.0000808073],"genre_scores_gemma":[0.9596983,0.02245469,0.002199763,0.0003600922,0.0006223175,0.01074523,0.003684084,0.00004328437,0.0001922643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03281547,"threshold_uncertainty_score":0.9999452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003121253069214073,"score_gpt":0.2469770899106628,"score_spread":0.2438558368414487,"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."}}