{"id":"W4388681987","doi":"10.1016/j.jogc.2023.102286","title":"Short Cervix Following Initial Cerclage-Reinforcing Cerclage Versus Expectant Management","year":2023,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trillium Health Centre; University of Toronto; University Health Network; Mount Sinai Hospital; North York General Hospital; Western University","funders":"","keywords":"Medicine; Cervical cerclage; Cervical insufficiency; Gestational age; Obstetrics; Gestation; Expectant management; Amniocentesis; Pregnancy; Gynecology; Cervix; Fetus; Prenatal diagnosis; Internal medicine","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":[0.0002415813,0.0001627723,0.000422958,0.0004592609,0.0001594981,0.0000317194,0.0001411538,0.0001197543,0.0001612494],"category_scores_gemma":[0.0007724888,0.0001472117,0.0001439072,0.000604255,0.00004033131,0.0001091742,0.00009678773,0.0003636295,0.000002860508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008093991,"about_ca_system_score_gemma":0.0006282794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001332154,"about_ca_topic_score_gemma":0.003081968,"domain_scores_codex":[0.99835,0.00003299287,0.0005240279,0.0001627706,0.0005085816,0.0004216651],"domain_scores_gemma":[0.9984193,0.0008024965,0.0001533345,0.0001537669,0.0001177972,0.000353323],"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":[0.0002059498,0.00008337239,0.09518001,0.0003961975,0.001919396,0.1930501,0.0007781461,0.0001293058,0.0001254798,0.0005756972,0.01730224,0.6902541],"study_design_scores_gemma":[0.01871755,0.002774212,0.9081604,0.0001090015,0.001279149,0.0005355137,0.00682423,0.000535782,0.0005668196,0.0002129382,0.05954714,0.0007372267],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638426,0.001470123,0.00003210593,0.0003462589,0.02085827,0.0001586385,0.0000101141,0.00002042233,0.01326148],"genre_scores_gemma":[0.9987285,0.0004256333,0.000145919,0.0002567088,0.0001053627,0.000004216233,0.00001176621,0.00001937408,0.0003025596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8129804,"threshold_uncertainty_score":0.6003118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102834684441303,"score_gpt":0.2676760197694733,"score_spread":0.2466476729250602,"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."}}