{"id":"W4402122950","doi":"10.1016/j.jacc.2024.05.070","title":"Prediction of Cumulative Exposure to Atherogenic Lipids During Early Adulthood","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Birth, Development, and Health","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Heart, Lung, and Blood Institute; Kaiser Foundation Research Institute; University of Alabama at Birmingham; University of Minnesota; Northwestern University","keywords":"Medicine; Quartile; Young adult; Internal medicine; Cholesterol; Myocardial infarction; Endocrinology; Cardiology; Confidence interval","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":[],"consensus_categories":[],"category_scores_codex":[0.0004631457,0.0001063066,0.00077779,0.0002322127,0.00004095671,0.000002019984,0.0001441705,0.00005560011,0.000007065277],"category_scores_gemma":[0.0001314902,0.00006862145,0.0003480677,0.0005195761,0.000168276,0.00004244939,0.00005063138,0.0003008997,0.000002305506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001347551,"about_ca_system_score_gemma":0.0005244222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001131666,"about_ca_topic_score_gemma":0.000002096048,"domain_scores_codex":[0.9985895,0.000192562,0.0006275906,0.0001221001,0.0002889563,0.00017933],"domain_scores_gemma":[0.9988458,0.0000923405,0.0004453866,0.0001989518,0.0002973098,0.0001202842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006388784,0.0001554643,0.7568193,0.00110509,0.005272614,0.0004872005,0.007156116,0.001222239,0.2032636,0.005533464,0.008727867,0.003868307],"study_design_scores_gemma":[0.001008085,0.003875625,0.9846147,0.0005200931,0.0002741014,0.001803491,0.001484319,0.00002055053,0.004574072,0.0005750999,0.001179778,0.00007006785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955254,0.0006113905,0.0002800092,0.001977893,0.0007150405,0.0002244326,0.00007686214,0.000009789826,0.0005792386],"genre_scores_gemma":[0.995923,0.002324994,0.0008543752,0.0001489176,0.0006537038,0.00000331447,4.093185e-7,0.00001730387,0.00007399639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2277954,"threshold_uncertainty_score":0.2798302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914469888744115,"score_gpt":0.2823860819829496,"score_spread":0.2632413830955084,"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."}}