Validation studies of the Pregnancy Unique-Quantification of Emesis (PUQE) scores
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
The Pregnancy-Unique Quantification of Emesis (PUQE) is a scoring system to quantify the severity of nausea and vomiting of pregnancy (NVP). Based on quantification of the 3 physical symptoms of NVP (nausea, vomiting and retching), PUQE closely correlates with the validated but much more complex Rhodes' score. We examined the ability of PUQE to predict four independent aspects of NVP: (a) pregnant women's ability to take multivitamins. (b) rates of emergency room visits and hospitalisation for NVP. (c) health cost of NVP. (d) women's self scores of well-being in NVP. Using large prospective cohorts of women for each end point, severity of NVP measured by PUQE had significant predictive value for all 4 aspects sought. PUQE has been validated through 4 independent clinical outcomes of direct importance and relevance for NVP. The simplicity of PUQE and the ease of its execution make it a practical tool for both clinical follow-up and research.
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 | 0.000 | 0.007 |
| 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) | 0.000 | 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