{"id":"W3022128166","doi":"10.1111/aogs.13890","title":"Screening for preeclampsia in low‐risk twin pregnancies at early gestation","year":2020,"lang":"en","type":"article","venue":"Acta Obstetricia Et Gynecologica Scandinavica","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"Science and Technology Commission of Shanghai Municipality","keywords":"Medicine; Preeclampsia; Obstetrics; Gestation; Twin Pregnancy; Pregnancy; Gynecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003502321,0.0004258204,0.000567253,0.000760617,0.0003635104,0.0007683772,0.0004185443,0.0002448845,0.0007594686],"category_scores_gemma":[0.01316232,0.0002587672,0.0005757136,0.0005232011,0.0002675739,0.0004052283,0.0006425306,0.0004426972,0.0001784786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000386429,"about_ca_system_score_gemma":0.0006568637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003448537,"about_ca_topic_score_gemma":0.003092756,"domain_scores_codex":[0.9988746,0.0005331027,0.000106017,0.0001913968,0.0002178258,0.00007708948],"domain_scores_gemma":[0.9967961,0.001185004,0.001028821,0.0002744025,0.0004170482,0.0002986166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000186571,0.0000252893,0.9927666,0.0000222946,0.00006950781,0.0001167035,0.00008333616,0.0003843634,0.0005828061,0.00005517005,0.00006974174,0.005637707],"study_design_scores_gemma":[0.00002618911,0.0004333785,0.9791485,0.00007156186,0.0002743433,0.0023397,0.0002095508,0.01441825,0.002051365,0.0005181013,0.0004911295,0.00001799337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956378,0.0005784337,0.003135948,0.00007450832,0.00001922046,0.00001939527,0.0001226657,0.0000142927,0.0003976987],"genre_scores_gemma":[0.9983782,0.000209237,0.001133346,0.00001150964,0.000005908645,0.000008085924,0.0001425619,0.000002803063,0.0001084218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003502321,"threshold_uncertainty_score":0.01852226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04560348587364527,"score_gpt":0.2906513269287456,"score_spread":0.2450478410551004,"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."}}