{"id":"W4293062591","doi":"10.1002/nau.25019","title":"Artificial urinary sphincter cuffs and safe instrument/catheter passage guidelines","year":2022,"lang":"en","type":"article","venue":"Neurourology and Urodynamics","topic":"Pelvic floor disorders treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Cuff; Catheter; Urethra; Urethral sphincter; Surgery; Urinary incontinence; Artificial urinary sphincter; Sphincter; Gold standard (test); Radiology","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":[0.0001358659,0.000191569,0.000259997,0.0001169324,0.000262641,0.00001170458,0.00007363901,0.00007915817,0.0001739741],"category_scores_gemma":[0.00005443516,0.0001794916,0.00005397169,0.00009300846,0.000150292,0.00005425373,0.0003138245,0.0003695446,0.000009733266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002397851,"about_ca_system_score_gemma":0.00003616877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001892954,"about_ca_topic_score_gemma":0.00001386585,"domain_scores_codex":[0.9987532,0.0001110327,0.0002794245,0.0004240164,0.0001583169,0.0002739651],"domain_scores_gemma":[0.9994878,0.00005194253,0.00007067875,0.0002567189,0.00002744703,0.0001054842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004420869,0.003183799,0.8898351,0.0001213446,0.0004445433,0.003589754,0.0007974017,0.0001559997,0.00472101,0.003181571,0.003198362,0.08635022],"study_design_scores_gemma":[0.007742798,0.01285257,0.8037663,0.00001613937,0.0009520113,0.01138859,0.0002892215,0.0405844,0.00008332872,0.01269732,0.1088009,0.000826455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848266,0.0003812675,0.00002852725,0.0129367,0.0003439779,0.0002501651,0.00003431246,0.00005458252,0.001143909],"genre_scores_gemma":[0.9906342,0.0002247987,0.0003098801,0.007843794,0.00007412963,0.00003699675,0.00007154512,0.00003078419,0.000773874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1056025,"threshold_uncertainty_score":0.7319455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02469569808502745,"score_gpt":0.2705324174960554,"score_spread":0.2458367194110279,"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."}}