A Prospective, non-intErventional Registry Study of PatiEnts initiating a Course of drug Therapy for overactIVE bladder (PERSPECTIVE): Rationale, design, and methodology
Bibliographic record
Abstract
INTRODUCTION: Pharmacotherapy of overactive bladder (OAB) typically involves treatment with an antimuscarinic or mirabegron, a β3-adrenoceptor agonist, but real-world evidence on their use, including treatment access, persistence, and switching, is limited. Here, we describe the design of a prospective, multicenter, non-interventional registry of patients beginning a new course of OAB pharmacological therapy in routine clinical practice. METHODS: Adults with an OAB diagnosis for at least 3 months who either initiated a new course of mirabegron or antimuscarinic, or who switched therapy were enrolled into PERSPECTIVE (a Prospective, non-intErventional Registry Study of PatiEnts initiating a Course of drug Therapy for overactIVE bladder). The primary objective was to identify factors associated with improved OAB treatment effectiveness from a patient perspective. Secondary objectives were to compare persistence rates, reasons for discontinuation, and switching patterns between patients taking mirabegron or antimuscarinics. Healthcare centers and sites involving medical specialties who routinely participate in the care and treatment of patients with OAB (e.g., gynecology, urology, and primary care practices) were targeted for recruitment. Patient-reported outcomes (PROs), including quality of life, symptom bother, and treatment satisfaction from OAB-validated scales, were collected at baseline, months 1, 3, 6, and 12, and when patients switched or discontinued their current OAB medication. CONCLUSIONS: PERSPECTIVE is the first real-world observational study in the United States and Canada on clinical and patient perspectives in OAB management. Recruitment was reflective of centers where patients are treated for OAB to maximize generalizability to the real-world population. TRIAL REGISTRATION: ClinicalTrials.gov, ID number NCT02386072 (date of registration March 6, 2015).
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.016 | 0.020 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".