Methodological Issues in Studying Sex-specific Relationships of Serum Uric Acid with All-cause Mortality in Adults with Normal Kidney Function
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
To the Editor: We have read the paper by Kang and colleagues that was published in The Journal of Rheumatology in March 2017 with great interest1. The authors proposed to examine the clinical effect of serum uric acid (SUA) levels as a risk factor for mortality, considering exclusion of kidney function. The authors concluded that the SUA-mortality relationship differed by sex, so that lower SUA was independently associated with higher risk of all-cause mortality in men … Address correspondence to Dr. S. Safiri, Assistant Professor of Epidemiology, Managerial Epidemiology Research Center, Maragheh University of Medical Sciences, Maragheh, Iran. E-mail: saeidsafiri{at}gmail.com
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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 | 0.014 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.005 |
| 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