{"id":"W4407684801","doi":"10.1016/j.jogc.2025.102790","title":"Amniocentesis and Therapeutic Amnioreduction Before Rescue Cerclage: Improving Patient Selection for Rescue Cerclage based on Amniotic Fluid Screening","year":2025,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Amniocentesis; Cervical cerclage; Amniotic fluid; Rescue therapy; Selection (genetic algorithm); Obstetrics; Pregnancy; Surgery; Prenatal diagnosis; Gestation; Fetus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001397586,0.0005867279,0.0009875619,0.0008794562,0.000714144,0.001119612,0.0007473261,0.0009703328,0.003106632],"category_scores_gemma":[0.01344108,0.0002398798,0.0004894497,0.0004736387,0.0002379438,0.0008878058,0.0007084092,0.00151912,0.0005363474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000948633,"about_ca_system_score_gemma":0.003413117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01238596,"about_ca_topic_score_gemma":0.01579124,"domain_scores_codex":[0.9991665,0.000300904,0.0001071153,0.0001025326,0.0002181706,0.0001048571],"domain_scores_gemma":[0.996143,0.001894309,0.0005391813,0.000146347,0.000604686,0.0006725263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007894557,0.002146953,0.5207478,0.0003817782,0.0001911261,0.003707001,0.0008582277,0.002681201,0.003845075,0.0008225929,0.01646581,0.4402579],"study_design_scores_gemma":[0.001292636,0.00394326,0.9361117,0.001275179,0.0005100794,0.008632286,0.002272995,0.02900138,0.003344411,0.002681976,0.01079894,0.0001349705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521919,0.009238766,0.006550529,0.01879829,0.0007256377,0.0003565811,0.0002457678,0.0002572257,0.01163525],"genre_scores_gemma":[0.9795024,0.003737205,0.01294913,0.001779067,0.0005946849,0.0001396927,0.0003162614,0.00004273463,0.0009387344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01238596,"threshold_uncertainty_score":0.02462775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007762925129517355,"score_gpt":0.2254494979482135,"score_spread":0.2176865728186962,"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."}}