{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002808841,0.0002118966,0.0004595247,0.0001255049,0.00010046,0.00004800831,0.000199706,0.00007535389,0.00002218555],"category_scores_gemma":[0.00002916934,0.0001594101,0.0002021546,0.0003914714,0.00006886623,0.0001433876,0.000222297,0.0003813495,0.00003628368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002462859,"about_ca_system_score_gemma":0.00007348799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002796547,"about_ca_topic_score_gemma":0.00003104174,"domain_scores_codex":[0.9983999,0.0001174989,0.0002813212,0.0003951675,0.0004825615,0.0003236148],"domain_scores_gemma":[0.9992253,0.0001049663,0.00006894243,0.0004177695,0.00005450921,0.000128562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002058465,0.01168003,0.6896982,0.01970392,0.001336136,0.0008277626,0.07078271,0.0003958581,0.003184528,0.1899428,0.0003138459,0.01192835],"study_design_scores_gemma":[0.001616818,0.0001639847,0.9437493,0.002900767,0.0004682755,0.00001204562,0.03807527,0.006166336,0.004323095,0.0008154467,0.001362939,0.0003457418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736554,0.004899682,0.00004153546,0.0001348303,0.0001580282,0.0006916598,0.00002979543,0.0002057543,0.02018332],"genre_scores_gemma":[0.999191,0.00005385726,0.0002536691,0.00008694962,0.0002334051,0.00003214592,0.00001772879,0.00003427914,0.00009696625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2540511,"threshold_uncertainty_score":0.6500556,"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."}}