Missed Opportunities in the Patient-Focused Drug Development Public Meeting and Scientific Workshop on Female Sexual Dysfunction Held at the FDA, October 2014
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
There were numerous missed opportunities at the October 2014 U.S. Food and Drug Administration (FDA) meeting on female sexual dysfunction (FSD). They included opportunities to hear from a diverse range of patients and to engage in evidence-based discussions of unmet medical needs, diagnostic instruments, trial end points, and inclusion criteria for clinical trials. Contributions of the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition (DSM-5) nomenclature, based on extensive research, were dismissed in favor of language favoring a seemingly clear but scientifically unsupportable distinction between women's sexual desire and arousal. Numerous participants, including patients recruited by their physicians, acknowledged travel expenses paid for by interested pharmaceutical companies. Conflicts of interest were manifold. The meeting did not advance the FDA's understanding of women's sexual distress and represents a setback for our field.
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 | 0.016 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it