{"id":"W2095059749","doi":"10.1007/s10397-011-0691-7","title":"Abdominal cerclage after failed transvaginal cervical cerclage","year":2011,"lang":"en","type":"article","venue":"Gynecological Surgery","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Philippe Pinel de Montréal; McGill University","funders":"","keywords":"Medicine; Laparotomy; Laparoscopy; Cervical cerclage; Surgery; Cervical insufficiency; Abdominal surgery; Pregnancy; Gestation; Cervix; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004333918,0.0003324033,0.0007570666,0.00014314,0.0001087653,0.00002897064,0.0001582115,0.0004349385,0.03830145],"category_scores_gemma":[0.0003307769,0.0002509503,0.000523396,0.0002447785,0.0002608465,0.0001533579,0.0000676454,0.0005456047,0.0008195056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009362998,"about_ca_system_score_gemma":0.0001256501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003662111,"about_ca_topic_score_gemma":0.00002940279,"domain_scores_codex":[0.9974904,0.0001742903,0.0005522419,0.0005605796,0.0003820978,0.0008404036],"domain_scores_gemma":[0.9981844,0.0006016691,0.00008177207,0.0004011403,0.00008426292,0.0006467431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003614699,0.0009610771,0.920678,0.0001843348,0.0001193577,0.008606704,0.000421707,7.641034e-8,0.0007487034,0.0002091611,0.004872346,0.0595839],"study_design_scores_gemma":[0.0008014828,0.0003958278,0.983779,0.00005400449,0.0001200315,0.000156043,0.0000591412,0.00001569723,0.001161242,0.0005790268,0.01253215,0.0003463883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691362,0.0003314989,0.0002659243,0.0007356351,0.0005840875,0.0003340327,0.00003034537,0.0002504866,0.0283318],"genre_scores_gemma":[0.995287,0.0001447578,0.0007726404,0.002646337,0.0003310415,0.0001605549,0.00004173959,0.00003108118,0.0005848274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06310103,"threshold_uncertainty_score":0.9999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04663686527140708,"score_gpt":0.2298872996255289,"score_spread":0.1832504343541218,"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."}}