Premenstrual dysphoric disorder: Prevalence, diagnostic considerations, and controversies
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
Premenstrual dysphoric disorder (PMDD) has been included as a formal diagnosis of a mood disorder in the appendix of the Diagnostic and Statistical Manual of Mental Disorders, 4th edition in 1994. The ensuing, critical attention has resulted in increased research productivity and clinical recognition of this neglected women's health problem. A decade later, this paper will review the current literature on PMDD focusing on prevalence, biopsychosocial etiological correlates, history of the development of a formal DSM diagnosis, and the controversies surrounding the current classification of PMDD. The authors conclude that PMDD presents a distinct diagnostic entity and that recognition through formal diagnostic criteria serves the important minority of women who suffer from this cyclical mood disorder distinct from premenstrual symptoms and major depression.
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 | 0.001 | 0.031 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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