{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013287,0.0009772531,0.00256704,0.0004461186,0.0006673546,0.0005715425,0.0005979001,0.00163647,0.00452351],"category_scores_gemma":[0.001954471,0.0003663145,0.002486417,0.0005421532,0.0005510382,0.0006156834,0.0004359635,0.001481746,0.0001971294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008850953,"about_ca_system_score_gemma":0.00199866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003876056,"about_ca_topic_score_gemma":0.005395463,"domain_scores_codex":[0.9992692,0.0003005732,0.00009546719,0.0001551594,0.00007390174,0.0001058339],"domain_scores_gemma":[0.9993919,0.000147063,0.0001684052,0.00003776637,0.00005809842,0.0001966663],"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":[0.905255,0.02100518,0.007250677,0.007675061,0.0110523,0.00009715728,0.0001385447,0.00053046,0.001126725,0.0002164155,0.001300126,0.04435233],"study_design_scores_gemma":[0.9112388,0.05055145,0.02453896,0.0005964944,0.01037639,0.00003054404,0.0000683058,0.001123673,0.0003551732,0.0002490854,0.0008408826,0.00003024566],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739285,0.0141966,0.0005677692,0.001066029,0.0006555669,0.00718013,0.000746127,0.00009367356,0.001565511],"genre_scores_gemma":[0.983061,0.004727617,0.00163334,0.00134769,0.0003597266,0.007383064,0.0005148366,0.000006486908,0.000966148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00452351,"threshold_uncertainty_score":0.01513267,"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."}}