{"id":"W4394488713","doi":"10.6084/m9.figshare.17204033","title":"Cerclage placement in twin pregnancies with cervical dilation: a systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"Figshare","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cervical dilation; Meta-analysis; Medicine; Dilation (metric space); Obstetrics; Cervical cerclage; Pregnancy; Gestation; Biology; Mathematics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000138289,0.0004357692,0.007815936,0.0002147833,0.00003267861,0.00005537217,0.0001345996,0.0001888427,0.1386178],"category_scores_gemma":[0.0005108659,0.0002555193,0.001289666,0.001030343,0.000007181429,0.00006174832,0.0001087273,0.0003359102,0.0001507027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009721738,"about_ca_system_score_gemma":0.0002483947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002654213,"about_ca_topic_score_gemma":0.00003390401,"domain_scores_codex":[0.997683,0.0003392966,0.000851192,0.0005011425,0.0003946536,0.0002307505],"domain_scores_gemma":[0.9983897,0.0002182873,0.0004189253,0.0006810103,0.0001296898,0.0001624418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[9.217435e-7,0.00001800583,7.116635e-7,0.9632714,0.03162773,0.00020475,0.00002119417,1.130298e-7,4.420303e-10,0.000001641945,0.004487153,0.0003663833],"study_design_scores_gemma":[0.00007285726,0.00002767727,0.000003192595,0.4308642,0.4043859,0.0001201244,0.000005618468,0.000001152425,2.834682e-8,1.408765e-7,0.1643714,0.0001476753],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.090791e-8,0.9384499,5.708109e-7,0.00008127349,0.000003793991,0.003108225,0.05777295,0.00002531434,0.0005580003],"genre_scores_gemma":[0.000002577292,0.8909205,0.0000385307,0.0004290873,0.00002107059,0.004266972,0.1027276,0.00002953841,0.001564103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5324072,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1278432077117714,"score_gpt":0.3483738902959912,"score_spread":0.2205306825842198,"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."}}