Bibliographic record
Abstract
Erectile dysfunction (ED) is a highly prevalent condition, which affects the physical and psychosocial well-being and quality of life (QoL) for thousands of Canadian men, their partners, and families. The Canadian Study of Erectile Dysfunction identified 49.4 % of men over 40 with ED, with other studies showing that 5 % to 20 % of men have moder-ate to severe ED.1-3 Contemporary treatment options include highly effective, minimally invasive therapeutic agents – most commonly oral therapies using phosphodiesterase type 5-(PDE5) inhibitors. Second-line self-injection with vasoactive agents, vacuum erection devices, and surgical approaches with inflatable penile prostheses offer ED management with high potential for patient and partner treatment satisfaction. Most cases of ED in Canada are identified and effectively treated by primary care physicians (PCPs).4 Evidence-based diagnostic and therapeutic approaches, including effective
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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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".