Ambulatory Urodynamic Findings Change Patient Outcomes
Bibliographic record
Abstract
Objectives Whilst ambulatory urodynamics (aUDS) may be used as a second-stage test for patients with refractory lower urinary tract symptoms (LUTS) having non-diagnostic conventional urodynamics (UDS), the evidence for their use is limited. We have assessed the diagnostic utility and consequent symptomatic outcome of aUDS in patients with refractory LUTS. Methods A retrospective review of a prospectively acquired urodynamics database was made of 84 consecutive patients (23 male) with a median age 50.5 years (range 18 to 79) having aUDS following non-diagnostic or contradictory baseline UDS over a 12-month period. Patient demographics and urodynamic and clinical diagnosis before and after aUDS were recorded. Forty-six patients (55%) had formal urinary symptom assessment recorded before and a minimum of 6 months following aUDS-related change in management. Results Eighty-two patients (98%) had a urodynamic diagnosis made following aUDS, 57(68%) of whom had detrusor overactivity (DO); the final 2 patients had no abnormalities detected on aUDS. Change in primary UDS diagnosis occurred in 66 patients (79%). Of these 66 patients, 59 (89%) also had their clinical diagnosis changed, and 55 (83%) had their management pathway changed. There was a significant improvement in urinary symptoms 6 months following aUDS. Conclusion Change in primary diagnosis following aUDS led to a significant change in treatment care pathway and resulted in significant improvement in urinary symptoms.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".