{"id":"W4396672838","doi":"10.1161/hypertensionaha.123.22584","title":"Prospective Validation of First-Trimester Screening for Preterm Preeclampsia in Nulliparous Women (PREDICTION Study)","year":2024,"lang":"en","type":"article","venue":"Hypertension","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université de Montréal; University of Calgary; Centre Hospitalier Universitaire Sainte-Justine; Université Laval","funders":"","keywords":"Preeclampsia; Medicine; Obstetrics; Prospective cohort study; Uterine artery; Pregnancy; Blood pressure; Gynecology; Gestation; Internal medicine","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":[0.0003734751,0.0001567932,0.0003772723,0.0002059168,0.00007531759,0.00001766077,0.00004887665,0.00009610839,0.000009873786],"category_scores_gemma":[0.0001340663,0.0001260727,0.00008507421,0.0002708795,0.00003690009,0.0001835031,0.00004860864,0.0001530252,0.000003480149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041477,"about_ca_system_score_gemma":0.00003680078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003212919,"about_ca_topic_score_gemma":0.00001502856,"domain_scores_codex":[0.9987796,0.0000446059,0.0003473115,0.000375431,0.0002224456,0.0002305915],"domain_scores_gemma":[0.9993755,0.0001750385,0.00005376494,0.0002324156,0.0001173586,0.00004596467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00242441,0.0008374566,0.9546294,0.001517908,0.0004383131,0.00009376356,0.02262159,0.0001102276,0.00546311,0.00007554565,0.001218449,0.01056987],"study_design_scores_gemma":[0.007507801,0.004676937,0.9482734,0.004536113,0.0004790426,0.0001398715,0.003885035,0.01325039,0.01353322,0.001102469,0.00227478,0.000340961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993904,0.001524857,0.001027622,0.0001811039,0.0002777825,0.002360147,0.00001895623,0.0001260933,0.0005794668],"genre_scores_gemma":[0.9981694,0.00007662683,0.0007782275,0.00003956135,0.0001185807,0.0005084152,0.00002528276,0.00002774825,0.0002561066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01873656,"threshold_uncertainty_score":0.5141097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04003507112036354,"score_gpt":0.281310035446431,"score_spread":0.2412749643260674,"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."}}