{"id":"W4387247510","doi":"10.48083/hcfx2060","title":"Augmentation Cystoplasty: Experience in the Developing World","year":2023,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Complication; Surgery; Transplantation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005091145,0.0002285431,0.0001954455,0.0005484139,0.0005153968,0.0005161643,0.0001985913,0.000189714,0.001289739],"category_scores_gemma":[0.001355395,0.000114658,0.0001806346,0.001265201,0.0005619992,0.0005118928,0.0005409644,0.0002089414,0.0001745062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002758287,"about_ca_system_score_gemma":0.0006529543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650975,"about_ca_topic_score_gemma":0.005669898,"domain_scores_codex":[0.9995785,0.0001086707,0.00005247763,0.00004744369,0.0001141928,0.00009871098],"domain_scores_gemma":[0.9992431,0.0001408237,0.0003718406,0.00004355646,0.00008511529,0.0001154354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001186007,0.0002098934,0.9107131,0.0002259563,0.00005090758,0.004875056,0.002698891,0.0002040938,0.001069858,0.0002737288,0.0008175003,0.07874238],"study_design_scores_gemma":[0.00001957934,0.0005103081,0.940959,0.000248945,0.00005714098,0.03871609,0.009529253,0.000370473,0.0007748369,0.0002928944,0.008491565,0.00002987192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949263,0.003001972,0.0001582569,0.0001823357,0.00001727477,0.00001148797,0.00007334404,0.000003940593,0.00162499],"genre_scores_gemma":[0.9938806,0.0054812,0.0001855662,0.00007558686,0.00003494296,0.000008780542,0.00007569774,0.000002975609,0.000254671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002650975,"threshold_uncertainty_score":0.005271077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452244378132323,"score_gpt":0.4126470018249621,"score_spread":0.2674225640117297,"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."}}