{"id":"W2807625355","doi":"10.1016/j.jogc.2018.03.062","title":"Physical Exam-Indicated Cervical Cerclage Versus Expectant Management for Twin Pregnancies","year":2018,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Cervical cerclage; Cervical dilation; Obstetrics; Expectant management; Gynecology; Pregnancy; Gestation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009595354,0.0001224847,0.0003422231,0.0001588159,0.0001108807,0.00001559909,0.0001155066,0.00008299228,0.0001200716],"category_scores_gemma":[0.0007380901,0.00009806878,0.0000779272,0.000216548,0.0001061548,0.00004789226,0.00004374452,0.0001838942,9.759279e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005004192,"about_ca_system_score_gemma":0.0005569275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005149,"about_ca_topic_score_gemma":0.002657106,"domain_scores_codex":[0.9989536,0.0000242447,0.0003007977,0.0001455816,0.0002801936,0.0002955137],"domain_scores_gemma":[0.9984103,0.0007275287,0.0002029565,0.0001205178,0.0002610599,0.0002776113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001470708,0.001163712,0.1220298,0.001067172,0.002891735,0.01684311,0.002226763,0.000005457267,0.0006637825,0.004361278,0.04624506,0.8010314],"study_design_scores_gemma":[0.02200356,0.008444815,0.8507236,0.00005938953,0.0008253333,0.0002154607,0.001366648,0.0004007944,0.00196224,0.0005189925,0.1130802,0.0003989236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861547,0.001859476,0.00009641328,0.0005112595,0.007700757,0.0002443189,0.00002022532,0.000007137325,0.003405732],"genre_scores_gemma":[0.9986334,0.0001251119,0.0005011046,0.0003341242,0.0001938568,0.000007179956,0.000004651847,0.00001206997,0.0001884773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8006325,"threshold_uncertainty_score":0.3999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555958735005969,"score_gpt":0.2513085732369646,"score_spread":0.2357489858869049,"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."}}