{"id":"W3212990272","doi":"10.53350/pjmhs211592830","title":"Frequency of Success Rate of Cervical Cerclage in Preventing Preterm Deliveries","year":2021,"lang":"en","type":"article","venue":"","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Medicine; Cervical cerclage; Cervical insufficiency; Obstetrics; Preterm delivery; Cervical dilatation; Pregnancy; Gestation; Cervix","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001298057,0.00007493914,0.0002744023,0.00005499522,0.000011475,0.0000047986,0.00006547839,0.00006605969,0.001089641],"category_scores_gemma":[0.0001399007,0.00006733559,0.00007477739,0.0001813749,0.00005609145,0.000091804,0.00005546672,0.00009943028,0.000002321973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001543537,"about_ca_system_score_gemma":0.0001171909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002682471,"about_ca_topic_score_gemma":0.0002203344,"domain_scores_codex":[0.9991745,0.00006987438,0.0003500116,0.0001458017,0.0001102849,0.0001494629],"domain_scores_gemma":[0.9994729,0.00006214068,0.00007659299,0.0001996499,0.0001304429,0.00005826922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004642364,0.00009297385,0.9223415,0.0006776417,0.00002813792,0.0001041954,0.0003747684,6.704067e-7,0.07312185,0.0008946359,0.00002412403,0.002293054],"study_design_scores_gemma":[0.0009334995,0.00007704714,0.6325259,0.0003583478,0.00003033402,0.00002658188,0.0001804018,0.00005604474,0.3649364,0.0007776123,0.00002656764,0.00007132436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984684,0.0004438942,0.00007891547,0.0001638783,0.0000588545,0.0001080716,0.00001175277,0.00001400901,0.01443665],"genre_scores_gemma":[0.9980242,0.0001130569,0.001300152,0.00009859911,0.0000261808,0.000005132063,0.00001929826,0.00000757007,0.0004057846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2918145,"threshold_uncertainty_score":0.9998235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329310482488694,"score_gpt":0.2639882339865665,"score_spread":0.2506951291616795,"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."}}