{"id":"W4410893328","doi":"10.1002/oby.24336","title":"Nutritional priorities to support <scp>GLP</scp>‐1 therapy for obesity: A joint Advisory from the American College of Lifestyle Medicine, the American Society for Nutrition, the Obesity Medicine Association, and The Obesity Society","year":2025,"lang":"en","type":"article","venue":"Obesity","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Asian Studies Association","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine; Weight loss; Psychological intervention; Obesity; Lifestyle medicine; Gerontology; Physical therapy; Family medicine; Psychiatry; Internal medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003489194,0.0004681057,0.001320531,0.00006522601,0.001509211,0.00004839609,0.0005658159,0.0001062023,0.00003922158],"category_scores_gemma":[0.001223535,0.0002254762,0.0008385397,0.0009034225,0.002418203,0.0001067748,0.0002395281,0.0003656383,0.000003344809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003872025,"about_ca_system_score_gemma":0.0002892529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001280574,"about_ca_topic_score_gemma":0.0002867303,"domain_scores_codex":[0.9967439,0.0003825479,0.0007478597,0.00062897,0.0008818405,0.0006148521],"domain_scores_gemma":[0.9891937,0.008170748,0.000808485,0.0008368166,0.0008398898,0.0001503785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003522538,0.001100256,0.2169919,0.0002537144,0.002134162,0.000001070573,0.003344906,0.000001042167,0.0002801308,0.008728239,0.7659875,0.0008248236],"study_design_scores_gemma":[0.01153929,0.001450959,0.7884818,0.000356494,0.001959824,0.000002537771,0.0266245,0.0001862879,0.0005507508,0.01273338,0.1559483,0.0001659018],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8536592,0.002386585,0.001908118,0.1327207,0.0002777402,0.007374437,0.001026092,0.00009839085,0.0005488082],"genre_scores_gemma":[0.9304191,0.00816581,0.002413209,0.05019396,0.001586983,0.002125651,0.0003945587,0.00005703821,0.004643686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6100392,"threshold_uncertainty_score":0.9997907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537609037230581,"score_gpt":0.2697637707156683,"score_spread":0.2543876803433625,"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."}}