{"id":"W4200247124","doi":"10.48083/mhmi1178","title":"Ambulatory Urodynamic Findings Change Patient Outcomes","year":2021,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ambulatory; Urinary system; Refractory (planetary science); Demographics; Lower urinary tract symptoms; Retrospective cohort study; Urology; Surgery; Internal medicine","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":[0.001317368,0.0002276442,0.0005282182,0.0007027833,0.0004597078,0.001045666,0.0003491784,0.0005281413,0.002170146],"category_scores_gemma":[0.01176895,0.00009670629,0.0004722263,0.0007275968,0.0003960687,0.0008566848,0.0007944828,0.0006766666,0.0004161548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003432609,"about_ca_system_score_gemma":0.000278636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076841,"about_ca_topic_score_gemma":0.001435492,"domain_scores_codex":[0.9986755,0.0004051086,0.0001893787,0.0001621678,0.000298568,0.0002691462],"domain_scores_gemma":[0.9915839,0.002450663,0.004070321,0.0002487778,0.0007059013,0.0009403166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001510839,0.0001071936,0.9806323,0.00003910227,0.0000507739,0.0003450028,0.0001225634,0.00009833179,0.0002633177,0.00002372718,0.0003074321,0.0178593],"study_design_scores_gemma":[0.000008241916,0.0004391384,0.996843,0.00003435534,0.00003328202,0.001573165,0.0002039228,0.0001759504,0.0001613441,0.00004252064,0.0004789463,0.000006195345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922454,0.002302161,0.0003557863,0.000576569,0.0000515043,0.00002718062,0.0005417927,0.00003751169,0.003862202],"genre_scores_gemma":[0.9988289,0.0002891684,0.0001592532,0.0000999776,0.00005994467,0.000007062517,0.0003323935,0.000003697939,0.000219521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002170146,"threshold_uncertainty_score":0.007259846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08105504020355021,"score_gpt":0.3715513728347076,"score_spread":0.2904963326311574,"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."}}