{"id":"W4406446233","doi":"10.7570/jomes24043","title":"Obesity Phenotypes, Lifestyle Medicine, and Population Health: Precision Needed Everywhere!","year":2025,"lang":"en","type":"review","venue":"Journal of Obesity & Metabolic Syndrome","topic":"Cardiovascular Health and Risk Factors","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Université Laval; Centres Intégré Universitaires de Santé et de Services Sociaux; Institut universitaire de cardiologie et de pneumologie de Québec; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre de Santé et de Services Sociaux de la Vieille-Capitale; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"Fonds de Recherche du Québec - Santé; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Canadian Institutes of Health Research; Université Laval","keywords":"Precision medicine; Obesity; Phenotype; Population; Medicine; Environmental health; Biology; Genetics; Internal medicine; Pathology; Gene","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":[0.004412291,0.001318253,0.003335685,0.002358267,0.0006157389,0.002948172,0.00154869,0.003602934,0.004810259],"category_scores_gemma":[0.006874952,0.0004495665,0.001128481,0.002645523,0.002210696,0.004806328,0.002025986,0.00682022,0.001923998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001912125,"about_ca_system_score_gemma":0.004186983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003665256,"about_ca_topic_score_gemma":0.003806025,"domain_scores_codex":[0.9983628,0.000711391,0.0001557103,0.0001997301,0.0004683064,0.0001020341],"domain_scores_gemma":[0.9931424,0.00478982,0.0003904484,0.0002655979,0.001095458,0.0003162406],"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":[0.00008186333,0.00008306546,0.0005063263,0.01668147,0.0002635999,0.0001223948,0.0002539576,0.0002798587,0.0002645024,0.01995005,0.08356746,0.8779455],"study_design_scores_gemma":[0.00002581553,0.0001049022,0.001987079,0.01963479,0.0002107645,0.0005653762,0.000316496,0.0001756823,0.00009586056,0.02244138,0.9543942,0.00004759469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005003751,0.9901184,0.0002240943,0.008000952,0.001073935,0.000003670154,0.00001504816,0.0000139008,0.0005000667],"genre_scores_gemma":[0.001159137,0.9919868,0.0005431648,0.003605264,0.002213686,0.00001329564,0.0000302774,0.000004062969,0.0004443789],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004810259,"threshold_uncertainty_score":0.02333474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03331646065558939,"score_gpt":0.3530485973033349,"score_spread":0.3197321366477455,"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."}}