Bibliographic record
Abstract
The authors of this trial1 are to be commended for evaluating an important clinical question relating to the reliability and first-dose efficacy of vardenafil in a large, placebo-controlled cohort of men with moderate-to-severe erectile dysfunction. This study provided evidence of both excellent reliability (the ability of the drug to consistently enhance erectile function time after time in an individual) and first-dose efficacy. Reading this report, one is struck quickly by a near 80% Sexual Encounter Profile question 3 (SEP3) result (the ability to get and keep the erection until the end of the sexual event) during the 12-week phase in a group of men with significant rates of dyslipidemia, diabetes and hypertension. To the casual observer, these values may seem surprisingly high, compared with other large, multicentre, placebo-controlled trials involving any of the phosphodiesterase type 5 (PDE5) inhibitors. In fact, when one looks at the study design, where only responders were entered into the 12-week placebo phase of the study, these results seem more in keeping with other trials. In addition, close to 80% of the men evaluated in this trial had previously used sildenafil, with 9% having previously tried tadalafil. It is unclear to me from this report whether non-response to other PDE5 inhibitors was an exclusion to entry into this study. If it was, these men would all be PDE5 inhibitor responders, and as such, the men evaluated in this report would represent a significantly enriched population. A more robust study design would clearly have evaluated PDE5 inhibitor–naive patients. Finally, the use of SEP question 2 (SEP2) as the primary outcome measure should be questioned. SEP2 (the ability to penetrate your partner) is, in my opinion, often positive among men who, although able to penetrate, cannot complete the sex act, lose their rigidity before orgasm and frequently express dissatisfaction with the drug. In essence, a positive SEP2 result means little clinically. Importantly, however, the authors provide robust secondary end points that demonstrate strong efficacy throughout the 12-week study period, using SEP3 and reliability measures that are clearly superior to the placebo arm. Is this a perfect study? No. It included vardenafil-naive patients but allowed men who had tried the other PDE5 inhibitors. It chose a weak primary outcome measure and studied what appears to be a responder population. Does that mean we learn nothing from it? No. This study, in support of an earlier publication, RELY 1,2 comprises part of a vast and growing literature that supports PDE5 inhibitors as safe and effective agents for men with erectile dysfunction. First-dose efficacy is an important attribute, as is reliability for the men who use these drugs, and for their partners. I generally tell my patients they're likely to have a success rate of 70%–80%, meaning that 7–8 of 10 men will respond on the first attempt and on 7–8 out of 10 subsequent attempts. This study says I am not far off for vardenafil, using 20 mg in this population of men with significant comorbid conditions.
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.
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 | 0.001 |
| 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) | 0.011 | 0.002 |
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; both teacher heads agree on what is shown here.
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".