{"id":"W4281773999","doi":"10.1016/j.jogc.2022.04.019","title":"Conservative Management of a Retained Needle Fragment at the Episiotomy Site","year":2022,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Episiotomy; Fragment (logic); Pelvis; Conservative management; Medicine; Surgery; Obstetrics; Pregnancy; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002678495,0.00007447863,0.0002805003,0.00007330062,0.0001687873,0.000003803065,0.00008879422,0.00002511027,0.001476422],"category_scores_gemma":[0.0002923768,0.00004591585,0.0000787762,0.0002996511,0.00006373582,0.00001388989,0.0001577724,0.000237293,1.735862e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006364984,"about_ca_system_score_gemma":0.0003332482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003449031,"about_ca_topic_score_gemma":0.001631844,"domain_scores_codex":[0.9989855,0.00007615083,0.0003355471,0.00008119557,0.0003810773,0.0001405835],"domain_scores_gemma":[0.9979194,0.001415121,0.0003318056,0.0000999074,0.0001269369,0.0001068129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004571741,0.0007558397,0.743174,0.0004485683,0.003262191,0.0378386,0.001850446,0.001223349,0.0002818879,0.00351851,0.09523034,0.1119592],"study_design_scores_gemma":[0.00294652,0.0007939564,0.7495452,0.000007935084,0.0002013391,0.0001558261,0.00381389,0.00007619312,0.00009943036,0.0001229647,0.2421618,0.00007500478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849884,0.007266204,0.000003233663,0.003917513,0.001765013,0.000164112,0.00001871222,0.000001040719,0.001875774],"genre_scores_gemma":[0.9963673,0.000209989,0.00010196,0.001516893,0.0000110801,0.000003926574,0.000002754337,0.000005150611,0.001780974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1469314,"threshold_uncertainty_score":0.9994364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113777946275946,"score_gpt":0.2266319145112198,"score_spread":0.2154941350484603,"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."}}