{"id":"W4387338200","doi":"10.1016/j.cjca.2023.06.123","title":"MULTIVARIABLE MODELS MINIMIZE ADIPOSITY-RELATED BIAS IN PEDIATRIC ECHOCARDIOGRAPHY Z-SCORES: A CROSS-SECTIONAL STUDY ON > 20,000 CHILDREN","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Birth, Development, and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bivariate analysis; Medicine; Multivariable calculus; Anthropometry; Body mass index; Body surface area; Statistics; Mass index; Variable (mathematics); Internal medicine; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01206447,0.001089112,0.00109602,0.000761783,0.000833226,0.001835017,0.001933791,0.0009543702,0.002558207],"category_scores_gemma":[0.03149861,0.0008575092,0.0023611,0.0015406,0.0003110977,0.001090945,0.001132288,0.001773867,0.0003777969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003977559,"about_ca_system_score_gemma":0.001678472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01944523,"about_ca_topic_score_gemma":0.02132531,"domain_scores_codex":[0.9907944,0.00699929,0.0003821089,0.00102106,0.0003349968,0.0004681993],"domain_scores_gemma":[0.9864659,0.008434888,0.001814043,0.001944965,0.0009620492,0.0003782155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009557282,0.000258956,0.9698627,0.00006417985,0.005399228,0.0002245791,0.0002937632,0.005383793,0.0003580392,0.0008389435,0.002804788,0.0135553],"study_design_scores_gemma":[0.0003903259,0.001161782,0.8187051,0.0001192694,0.005655902,0.0009293857,0.001266986,0.1605359,0.0007361713,0.004111848,0.006310511,0.00007667732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697021,0.001140595,0.02500173,0.0009868036,0.0001460697,0.00008816287,0.002047647,0.0002160803,0.000670797],"genre_scores_gemma":[0.9900883,0.0002010701,0.007646774,0.0001199152,0.00007942406,0.00006598101,0.0009486965,0.0000809061,0.0007689063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01944523,"threshold_uncertainty_score":0.06380379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04618680287302624,"score_gpt":0.2957109584980818,"score_spread":0.2495241556250556,"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."}}