{"id":"W2131041948","doi":"10.1161/hypertensionaha.110.157297","title":"Robust Early Pregnancy Prediction of Later Preeclampsia Using Metabolomic Biomarkers","year":2010,"lang":"en","type":"article","venue":"Hypertension","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":274,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"Wellcome Trust","keywords":"Preeclampsia; Medicine; Pregnancy; Odds ratio; Obstetrics; Prospective cohort study; Body mass index; Nested case-control study; Population; Receiver operating characteristic; Gestation; Case-control study; Cohort; Cohort study; Internal medicine; Biology","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":[0.0001528555,0.000192045,0.0004259954,0.0001407551,0.000117379,0.000008721857,0.00008064233,0.0002145662,0.0000581753],"category_scores_gemma":[0.00009612866,0.0001485585,0.0001504188,0.0001928554,0.0001553775,0.0001737887,0.00007490853,0.0002850939,0.000013731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000141874,"about_ca_system_score_gemma":0.00005134174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008063862,"about_ca_topic_score_gemma":0.00001280384,"domain_scores_codex":[0.9987819,0.00004317084,0.0003414474,0.0003188435,0.0002555391,0.0002590698],"domain_scores_gemma":[0.9991004,0.00004731784,0.0001266118,0.0004622005,0.0001709229,0.00009254812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002806855,0.0001619291,0.1467151,0.0001671327,0.0002831201,0.00003276687,0.000303719,0.00001042521,0.8480244,0.00006862929,0.0004671439,0.003485001],"study_design_scores_gemma":[0.002797656,0.0003361674,0.8852524,0.001702635,0.0009004627,0.0004723393,0.00007378171,0.004953189,0.1020267,0.0001926823,0.0010435,0.0002484604],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935162,0.00267094,0.0002340972,0.0001245781,0.0007731438,0.0004574734,0.00002095227,0.0001018122,0.00210078],"genre_scores_gemma":[0.9918182,0.0002155328,0.007576663,0.00006962632,0.0001081981,0.00001246991,0.0000189916,0.00003038656,0.0001499471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7459977,"threshold_uncertainty_score":0.6058039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0616119840944446,"score_gpt":0.2486920049555533,"score_spread":0.1870800208611087,"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."}}