{"id":"W3168396761","doi":"10.1007/s00192-021-04869-w","title":"Evaluation of surgical approaches for vesicovaginal fistulae repair: the case for transvaginal repair as the gold standard","year":2021,"lang":"en","type":"article","venue":"International Urogynecology Journal","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"BP (Canada); University of Calgary; Dalhousie University; SAIT Polytechnic","funders":"","keywords":"Medicine; Vesicovaginal fistula; Surgery; Blood loss; Fistula; Bladder injury; Retrospective cohort study","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":[0.002516215,0.0001196958,0.000215057,0.00006158937,0.0002952086,0.00003795888,0.0001967387,0.00008570579,0.0003434472],"category_scores_gemma":[0.001027279,0.00007338265,0.0005161731,0.00009481928,0.0001804095,0.00007279334,0.00003060462,0.0003093253,0.00000210027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001777942,"about_ca_system_score_gemma":0.00098265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006081518,"about_ca_topic_score_gemma":0.00006417827,"domain_scores_codex":[0.9983649,0.0002247657,0.0004779636,0.0002314949,0.000505508,0.0001953209],"domain_scores_gemma":[0.9962956,0.0009133655,0.0002111394,0.0002367951,0.002270908,0.00007214972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01231875,0.003719051,0.01549871,0.0004155457,0.01786158,0.004339132,0.004583723,0.006551795,0.001820269,0.5184165,0.2470585,0.1674164],"study_design_scores_gemma":[0.01284477,0.002720019,0.01346616,0.00008755409,0.004281423,0.2327065,0.001877862,0.108252,0.0009203093,0.07069797,0.5518576,0.0002879168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7848369,0.003001043,0.01071821,0.1915213,0.001456228,0.001998994,0.0002176209,0.00007329081,0.006176374],"genre_scores_gemma":[0.9938767,0.00005363288,0.003344121,0.0009047276,0.000677611,0.0003059499,0.00005061564,0.00001664621,0.0007700169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4477186,"threshold_uncertainty_score":0.3760507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08394790528275087,"score_gpt":0.3636208806525646,"score_spread":0.2796729753698138,"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."}}