{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003757174,0.0006717815,0.008099693,0.00106493,0.0002543096,0.00003639055,0.0003013292,0.0006273849,0.000088368],"category_scores_gemma":[0.001503686,0.0004522553,0.001684871,0.001035551,0.00009305923,0.0002122717,0.0001191091,0.001475796,0.00001736476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003893523,"about_ca_system_score_gemma":0.001947662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001300329,"about_ca_topic_score_gemma":0.00003710433,"domain_scores_codex":[0.9938051,0.001015088,0.002576092,0.0005020134,0.001540273,0.0005614204],"domain_scores_gemma":[0.9953212,0.0006065677,0.002085123,0.0006248027,0.0003525116,0.001009784],"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":[0.00007224017,0.0002954502,0.004379577,0.03746603,0.001456818,0.0002953064,0.0001808044,0.000001306225,2.301176e-7,0.00005904978,0.004766658,0.9510265],"study_design_scores_gemma":[0.001538801,0.0004497561,0.123289,0.04311756,0.006243998,0.01066013,0.00005558176,0.000001824743,1.798938e-7,0.00007250303,0.8142716,0.000299045],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01117584,0.9851999,0.000142685,0.0004457172,0.001495414,0.001387803,0.00003081385,0.00003653609,0.00008530091],"genre_scores_gemma":[0.0008306776,0.9963772,0.0006978997,0.0004640706,0.0009879484,0.000008145759,0.00006218426,0.00005844779,0.0005134043],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9507275,"threshold_uncertainty_score":0.9997929,"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."}}