{"id":"W2027004527","doi":"10.1016/j.ajog.2009.07.018","title":"Laparoscopic cervico-isthmic cerclage: surgical technique and obstetric outcomes","year":2009,"lang":"en","type":"article","venue":"American Journal of Obstetrics and Gynecology","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Care; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Cervical cerclage; Surgery; Pregnancy; Gestation","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":[],"consensus_categories":[],"category_scores_codex":[0.0002122774,0.0001811148,0.000807889,0.0005324677,0.00007625407,0.00002867871,0.0001073765,0.0001142887,0.00004077434],"category_scores_gemma":[0.00205254,0.000139576,0.0001092733,0.0006413083,0.0002591145,0.00008589265,0.00003601197,0.0004496128,0.000002252722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000855934,"about_ca_system_score_gemma":0.0001203456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007897806,"about_ca_topic_score_gemma":8.00956e-7,"domain_scores_codex":[0.9986953,0.00009008456,0.0004960551,0.0001909595,0.000212552,0.0003151065],"domain_scores_gemma":[0.9967085,0.002197259,0.0003824841,0.000161016,0.0001744072,0.0003763956],"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":[0.00009161764,0.0002019005,0.4246069,0.00003882382,0.00009543194,0.002496782,0.0001769563,5.539169e-7,0.0004478004,0.0005150745,0.0001923491,0.5711358],"study_design_scores_gemma":[0.004615697,0.009425649,0.9528834,0.00005724521,0.0001929177,0.005847324,0.00033513,0.00002165562,0.0003257296,0.0006325006,0.02539621,0.0002665782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914026,0.004989567,0.00008825999,0.002009469,0.0004596593,0.0001789015,0.000004665773,0.00001769086,0.000849169],"genre_scores_gemma":[0.992973,0.004197299,0.001499302,0.001099694,0.00006142274,0.000003135992,0.000002061091,0.00001175068,0.0001523773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5708693,"threshold_uncertainty_score":0.5691743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007943091191764907,"score_gpt":0.2666508924802471,"score_spread":0.2587078012884822,"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."}}