{"id":"W4416224893","doi":"10.1159/000549499","title":"Early-Onset of Obesity Model: Impact of Early-Onset Obesity on Comorbidity Risk and Life Expectancy","year":2025,"lang":"en","type":"article","venue":"Obesity Facts","topic":"Birth, Development, and Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Obesity; Life expectancy; Comorbidity; Intervention (counseling); Duration (music); Public health; Risk factor","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006879311,0.000402725,0.001150639,0.000343975,0.0002721992,0.00002183215,0.0002195305,0.000344838,0.00008217019],"category_scores_gemma":[0.0004733895,0.0003560845,0.0002777642,0.0004206377,0.0002393064,0.0001477054,0.0001687153,0.0006717809,0.00002785912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539594,"about_ca_system_score_gemma":0.001381704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005051123,"about_ca_topic_score_gemma":0.000374572,"domain_scores_codex":[0.9973974,0.0002300459,0.0006910588,0.0005680179,0.0005414608,0.0005720624],"domain_scores_gemma":[0.9977053,0.0002317124,0.0004236765,0.0007799512,0.0002817303,0.0005776155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007117723,0.001277149,0.9919949,0.0005346785,0.0002076756,0.00001626634,0.001524235,0.00002141668,0.0001833974,0.0006847752,0.002544394,0.0002993926],"study_design_scores_gemma":[0.002085375,0.0008265376,0.9865018,0.0004142728,0.0001681792,0.000007736237,0.00008165838,0.0003372612,0.004195518,0.005118028,0.0000110093,0.0002526339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950617,0.0003246811,0.0004254826,0.0001486417,0.0001384128,0.0007663022,0.0004246383,0.00009071398,0.002619419],"genre_scores_gemma":[0.9923241,0.006440252,0.0007099707,0.0002833077,0.00003531715,0.000008276656,0.00004296056,0.00002566818,0.0001301057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00611557,"threshold_uncertainty_score":0.9998891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02838333169759313,"score_gpt":0.3126622145648303,"score_spread":0.2842788828672371,"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."}}