The Efficacy of Penile Duplex Ultrasound in Erectile Dysfunction Management Decision-Making: A Systematic Review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
INTRODUCTION: The diagnosis of erectile dysfunction (ED) often involves a combination of patient history, questionnaire responses, and laboratory results. Penile duplex ultrasound (PDU) with intracavernous injection of papaverine was introduced as a noninvasive tool to aid in the evaluation of penile circulation. Although PDU is widely used in the initial workup of ED, the true value and effect of PDU on management is still unclear. OBJECTIVE: The objective of this systematic review was to determine if PDU affects ED management. METHODS: A systematic literature review was conducted using PUBMED-Medline databases in June 2020, which included literature from 1991 through 2019. The search strategy used MeSH terms "penile", "duplex ultrasound", or "duplex ultrasonography". The database process yielded a total of 389 terms. Systematic review followed the Preferred Reporting Items for Systematic Review and Meta-Analyses guidelines. RESULTS: 6 studies were included in the final analysis and included a total of 386 patients. These articles each discussed the clinical utility of PDU using venous and arterial parameters and correlated treatment response to sexual functioning questionnaires. The majority of the studies demonstrated PDU was unnecessary for diagnosis and ultimately did not affect treatment decision-making. CONCLUSION: PDU generally does not change management in men with established organic ED but may prove useful in special populations such as in younger patients or patients with anatomical abnormalities. Limitations include the small number of focused studies on the topic and paucity of randomized trials investigating PDU and clinician decision-making. Further investigations and studies are needed to determine if PDU modifies ED provider's management decision-making. Nashed A, Lokeshwar SD, Frech F, et al. The Efficacy of Penile Duplex Ultrasound in Erectile Dysfunction Management Decision-Making: A Systematic Review. Sex Med Rev 2021;9:472-477.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.010 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| 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) | 0.001 | 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 it