{"id":"W4385725518","doi":"10.1097/aog.0000000000005316","title":"Management of a Retained Broken Suture Needle During Cerclage Placement","year":2023,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Adidas (Canada)","funders":"","keywords":"Medicine; Cervical cerclage; Fibrous joint; 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":[0.0001106321,0.00009767977,0.0002587918,0.0001797514,0.00005966333,0.000006711608,0.00005171424,0.0001029824,0.0002429434],"category_scores_gemma":[0.0003453337,0.00007745306,0.00007196613,0.0005763785,0.00004266824,0.00001710958,0.000122672,0.00009920135,0.00001999247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003661402,"about_ca_system_score_gemma":0.00001047583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004494052,"about_ca_topic_score_gemma":9.843583e-7,"domain_scores_codex":[0.9991992,0.00002147402,0.0001929637,0.0001995323,0.0001410286,0.0002458125],"domain_scores_gemma":[0.9989364,0.0007138157,0.00005602798,0.0001572415,0.00003624203,0.0001002509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002106037,0.002576395,0.5298225,0.01291316,0.004316479,0.02771398,0.006844128,0.0006025046,0.04032834,0.07395055,0.02359466,0.2752312],"study_design_scores_gemma":[0.004554936,0.0005250686,0.9195127,0.00008350766,0.0001734127,0.00002870462,0.003225041,0.0002531322,0.001567843,0.0003516072,0.06952287,0.0002011334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904116,0.001204228,0.000003387177,0.000803784,0.0003467296,0.0002432282,0.000005844186,0.00004521293,0.006935986],"genre_scores_gemma":[0.9884065,0.002358402,0.0001281095,0.0001227663,0.00003219476,0.00001161817,0.00001876632,0.00001159351,0.008910085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3896902,"threshold_uncertainty_score":0.3158444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387908590634035,"score_gpt":0.2540470116366903,"score_spread":0.24016792573035,"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."}}