{"id":"W2120357964","doi":"10.3109/01443615.2012.721027","title":"Minimally invasive vaginal hysterectomy using bipolar vessel sealing: Preliminary experience with 500 cases","year":2012,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Adenomyosis; Hysterectomy; Laparotomy; Surgery; Retrospective cohort study; Blood transfusion; Perioperative; Medical record; Endometrial hyperplasia; Uterine fibroids; Blood loss; Obstetrics; Endometriosis; Gynecology; Endometrium","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007078035,0.0005417182,0.0003340511,0.001346317,0.000594631,0.0007542562,0.000602429,0.0005614209,0.001257302],"category_scores_gemma":[0.003734648,0.0004037751,0.0004251565,0.001303936,0.0007651935,0.0004824106,0.0005573345,0.0004174011,0.0004826969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005434054,"about_ca_system_score_gemma":0.0004864577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002408326,"about_ca_topic_score_gemma":0.00339045,"domain_scores_codex":[0.9991701,0.0001933691,0.0001550541,0.0001574486,0.0001983222,0.0001256876],"domain_scores_gemma":[0.9987617,0.0004271894,0.0002882113,0.0001894127,0.00008334123,0.0002501927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003202083,0.0007380664,0.8995934,0.0001854164,0.00009633129,0.025061,0.003062087,0.000373727,0.002793057,0.0001765078,0.0005352441,0.06706496],"study_design_scores_gemma":[0.00005612876,0.002569507,0.8980196,0.0001647793,0.0001115254,0.08844467,0.002993342,0.001119826,0.002526609,0.0002487161,0.003666642,0.00007853069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968789,0.001736635,0.0005005148,0.00003359241,0.000009535021,0.00002795675,0.00005188481,0.00001078807,0.0007503126],"genre_scores_gemma":[0.9978543,0.001309437,0.0004490592,0.0000326487,0.00002885299,0.00001532616,0.0001181658,0.000006030602,0.0001861402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002408326,"threshold_uncertainty_score":0.004788637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087470709683217,"score_gpt":0.2990047062011607,"score_spread":0.2581299991043285,"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."}}