{"id":"W4220826566","doi":"10.1016/j.ajog.2022.02.037","title":"Individualized treatment of preterm premature rupture of membranes to prolong the latency period, reduce the rate of preterm birth, and improve neonatal outcomes","year":2022,"lang":"en","type":"article","venue":"American Journal of Obstetrics and Gynecology","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact; Sunnybrook Hospital; Mount Sinai Hospital; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Chorioamnionitis; Placental abruption; Premature rupture of membranes; Obstetrics; Gestational age; Cervical cerclage; Amniocentesis; Pregnancy; Pediatrics; Gestation; Fetus; Prenatal diagnosis","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":[0.0003418302,0.0001722386,0.0008172011,0.0002120435,0.0001162788,0.00001075226,0.0002148827,0.00005397746,0.00003560182],"category_scores_gemma":[0.001114238,0.000089954,0.0001651576,0.0004071307,0.0004511675,0.00004757292,0.0001175048,0.0002676146,5.913058e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004639589,"about_ca_system_score_gemma":0.0001886863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000325228,"about_ca_topic_score_gemma":0.00000445299,"domain_scores_codex":[0.9985006,0.0002699419,0.0006047934,0.0001639896,0.0002539034,0.0002067533],"domain_scores_gemma":[0.9964959,0.001872397,0.001059948,0.0002580537,0.0001940748,0.0001196426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002441718,0.000488373,0.4800742,0.0004563309,0.001634915,0.0003150395,0.0477069,0.00004205251,0.01224617,0.0001493609,0.0000775138,0.4543675],"study_design_scores_gemma":[0.009864677,0.04433298,0.9035619,0.0001029534,0.001194511,0.002043891,0.01627854,0.00008738413,0.009496748,0.0003096838,0.01239575,0.0003309151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989811,0.006630358,0.00000306327,0.00234741,0.0004459224,0.0005674101,0.0001473048,0.000003168225,0.00004433309],"genre_scores_gemma":[0.9977718,0.001530991,0.0002742796,0.0002643636,0.00002758297,0.00002654283,0.000004060285,0.00001377072,0.00008663301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4540365,"threshold_uncertainty_score":0.3668218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009783244582113784,"score_gpt":0.2571338396101908,"score_spread":0.247350595028077,"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."}}