{"id":"W4296774986","doi":"10.1016/j.preghy.2022.09.005","title":"Preeclampsia prediction with blood pressure measurements: A global external validation of the ALSPAC models","year":2022,"lang":"en","type":"article","venue":"Pregnancy Hypertension","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"Koninklijke Nederlandse Akademie van Wetenschappen","keywords":"Medicine; Preeclampsia; Pregnancy; Longitudinal study; Cohort; Prospective cohort study; Population; Cohort study; Blood pressure; Obstetrics; Gestation; Regimen; Internal medicine; Environmental health","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":[0.0002298039,0.0002353374,0.0003803112,0.00004727638,0.00045197,0.00001216893,0.0002308287,0.00007253179,0.00006095648],"category_scores_gemma":[0.00005592444,0.0001535375,0.000155441,0.0003874786,0.0001019146,0.0002386705,0.0003038679,0.0002837506,0.000001354484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005141801,"about_ca_system_score_gemma":0.0001388355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000661869,"about_ca_topic_score_gemma":0.000008424242,"domain_scores_codex":[0.997536,0.0002322599,0.0003655219,0.0004256798,0.001158387,0.0002821536],"domain_scores_gemma":[0.9986976,0.00002931256,0.0002604473,0.0006844325,0.0002573366,0.0000708779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00291389,0.003149075,0.8981071,0.001380397,0.003026824,0.000114603,0.00237859,0.02726096,0.05121258,0.001369995,0.001654705,0.007431268],"study_design_scores_gemma":[0.03295329,0.006845526,0.7107506,0.02858327,0.02298022,0.005936397,0.001182659,0.02284623,0.1505257,0.01355244,0.002261712,0.001581927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8978343,0.08283629,0.002920012,0.001420071,0.0009672023,0.003886865,0.0003656299,0.0003133064,0.009456295],"genre_scores_gemma":[0.9981382,0.0002027752,0.0008195157,0.0001665332,0.00004973488,0.0002552914,0.00002427371,0.00002496963,0.0003187114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1873565,"threshold_uncertainty_score":0.6261077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04877411955171817,"score_gpt":0.2425898004890881,"score_spread":0.1938156809373699,"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."}}