{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003317756,0.00016126,0.0002773381,0.0001850769,0.0001796497,0.00007946788,0.0001688796,0.0001141399,0.002897185],"category_scores_gemma":[0.0004571922,0.0001323892,0.0002950128,0.0001376595,0.00007955649,0.0002109379,0.0001721475,0.0008255084,0.0000914398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002594901,"about_ca_system_score_gemma":0.000320778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000795507,"about_ca_topic_score_gemma":0.000004172236,"domain_scores_codex":[0.9981364,0.0001142662,0.0003641349,0.0002460092,0.0007618963,0.0003772698],"domain_scores_gemma":[0.998768,0.0002128114,0.0001047867,0.0001928857,0.0005137551,0.000207718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003308722,0.0007585015,0.9322749,0.00005181859,0.0008280243,0.004450237,0.001491592,0.00001535525,0.002499685,0.0006049355,0.01262062,0.0440734],"study_design_scores_gemma":[0.002335105,0.000811562,0.921848,0.00005859748,0.00007726211,0.00404295,0.000955824,0.0003728565,0.001121539,0.00221837,0.06593028,0.0002276731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968882,0.001409116,0.00008348125,0.01936155,0.001017739,0.0001889157,0.00002836784,0.00005052685,0.008978333],"genre_scores_gemma":[0.9879069,0.0009341518,0.0004226562,0.005013631,0.0003605432,0.00002620927,0.00007545637,0.00002045014,0.005240046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05330966,"threshold_uncertainty_score":0.9980143,"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."}}