Can an Educational Program Optimize PDE5i Therapy? A Study of Canadian Primary Care Practices
Bibliographic record
Abstract
INTRODUCTION: The importance of patient instructions, designed to optimize therapy with phosphodiesterase type 5 inhibitors for the treatment of erectile dysfunction (ED), has recently been demonstrated. AIM: To evaluate the impact of an educational program for new sildenafil users against usual ED management in Canadian primary care practices. METHODS: This multicenter, 6-month cluster randomized prospective study was conducted across Canada in general practitioners' offices where sites were randomized to receive a treatment optimization program (TOP) tool at visit 1 (TOP sites) or not to receive the TOP tool (non-TOP sites) while continuing with usual practice. Study participants were men seeking medical attention for ED and who were sildenafil naïve. The TOP tool consisted of a tear-off sheet, a brochure, and a video. Study drug was not provided to the patients. Sildenafil samples and prescriptions were dispensed as per usual care practices. MAIN OUTCOME MEASURES: The Erectile Dysfunction Inventory of Treatment Satisfaction (EDITS) questionnaire was used to determine treatment satisfaction at visit 2 (month 3) and visit 3 (month 6). Patient and physician satisfaction with the TOP tool was assessed using self-reported questionnaires. RESULTS: The intent-to-treat (ITT) population consisted of 2,573 patients from 231 primary care sites. At visits 2 and 3, treatment satisfaction with sildenafil was high with almost 9 patients out of 10 satisfied with treatment. No significant statistical differences were observed in the EDITS scores between the TOP and the non-TOP groups at visits 2 and 3. More than 80% of the participants were satisfied or very satisfied with the video and the brochure. More than 8 out of 10 participating physicians (84%) would use the TOP tool in their current practice if available. CONCLUSIONS: TOP is a valuable and time-efficient ED management tool providing benefits to newly diagnosed ED patients and to their physicians.
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 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 | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".