{"id":"W4411508032","doi":"10.1016/j.numecd.2025.104205","title":"Quick fixes, lasting problems: Rethinking obesity management through a public health lens beyond pharmacological solutions","year":2025,"lang":"en","type":"article","venue":"Nutrition Metabolism and Cardiovascular Diseases","topic":"Pharmacology and Obesity Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychological intervention; Obesity; Context (archaeology); Public health; Medicine; Environmental health; Population; Public economics; Gerontology; Economics; Geography; Psychiatry; Nursing","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":[0.07139061,0.001783164,0.003091204,0.006361524,0.005613839,0.02106571,0.006357456,0.01376067,0.008315385],"category_scores_gemma":[0.0902945,0.0008918445,0.002910896,0.003234943,0.03663627,0.03411554,0.01526495,0.03250328,0.00179875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00992192,"about_ca_system_score_gemma":0.0421122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004691066,"about_ca_topic_score_gemma":0.0079566,"domain_scores_codex":[0.9504584,0.03402909,0.003203309,0.003203512,0.006884167,0.002221527],"domain_scores_gemma":[0.885184,0.09014897,0.005934937,0.005107051,0.00919919,0.004425677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002457392,0.0003626656,0.002206847,0.01701172,0.0006142342,0.0007367107,0.01640118,0.001125481,0.0006510715,0.5748784,0.12829,0.2574759],"study_design_scores_gemma":[0.0001295548,0.000323439,0.001451498,0.04459791,0.0004558234,0.0004531366,0.02335549,0.0005193672,0.0005531311,0.4352291,0.4927901,0.0001416028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001349162,0.1156839,0.008248121,0.853833,0.01167357,0.000103627,0.00009967914,0.00008626271,0.008922664],"genre_scores_gemma":[0.1366448,0.2665718,0.03540357,0.5237573,0.03141683,0.0009758815,0.0002332787,0.0002508351,0.004745775],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07139061,"threshold_uncertainty_score":0.3775542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04613440284227844,"score_gpt":0.2985592620301261,"score_spread":0.2524248591878477,"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."}}