{"id":"W4392239502","doi":"10.3390/life14030319","title":"Optimizing Childhood Obesity Management: The Role of Edmonton Obesity Staging System in Personalized Care Pathways","year":2024,"lang":"en","type":"article","venue":"Life","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds Wetenschappelijk Onderzoek","keywords":"Psychological intervention; Multidisciplinary approach; Childhood obesity; Obesity; Medicine; Management of obesity; Health care; Weight management; Promotion (chess); Health promotion; Public health; Family medicine; Gerontology; Nursing; Overweight; Weight loss; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008392385,0.0006874537,0.0005050044,0.002707183,0.001738494,0.003619671,0.00126321,0.001010294,0.005462167],"category_scores_gemma":[0.01650197,0.0003082775,0.0008958354,0.001488197,0.0008981284,0.003115961,0.005487229,0.003836265,0.0009407095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005366861,"about_ca_system_score_gemma":0.01735881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02559652,"about_ca_topic_score_gemma":0.05358705,"domain_scores_codex":[0.9939715,0.003341653,0.0005895829,0.000408622,0.001172349,0.0005161593],"domain_scores_gemma":[0.9929622,0.001771885,0.0008773658,0.0002390298,0.001943691,0.002205893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001372923,0.0003317409,0.09538707,0.0008261512,0.0001391778,0.0007511465,0.003962275,0.002533544,0.000458023,0.02146279,0.1048514,0.7691594],"study_design_scores_gemma":[0.0001978002,0.0007498353,0.2332589,0.01909695,0.0003686115,0.003576878,0.009504826,0.01128682,0.001679008,0.04632446,0.6735235,0.0004323914],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1559846,0.0953291,0.1348317,0.3970083,0.00844331,0.002983245,0.002298021,0.002708355,0.2004134],"genre_scores_gemma":[0.4551738,0.06799068,0.4286594,0.0214771,0.002455822,0.001879523,0.003083971,0.0005768214,0.018703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02559652,"threshold_uncertainty_score":0.05089509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008975687860877803,"score_gpt":0.2274355592514945,"score_spread":0.2184598713906167,"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."}}