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
Stability of predialysis sodium "setpoint" has not been validated in quotidian dialysis patients. We performed a retrospective review of our home hemodialysis program, to determine the effect of transitioning from conventional thrice weekly to home hemodialysis modalities differing in dialysis duration and frequency (n = 87). Mean sodium setpoint remained constant in patients who went home on intermittent hemodialysis, but decreased by 100 days in frequent nocturnal home hemodialysis (FNHD) (140.5-137.1 mM, p = 0.001) and short hours daily hemodialysis (SHD) (140.2-138.7 mM, p = 0.019) patients with a pretransition setpoint greater than dialysate sodium of 140 mM. Slope of predialysis sodium concentration within the first 100 days post-transition (M100) was less than zero in SHD (95% confidence interval [CI], -0.0081 to -0.0351 mM/day) and FNHD (95% CI, -0.0209 to -0.0695 mM/day) patients who started with a pretransition setpoint greater than dialysate sodium concentration of 140 mM. Change in sodium setpoint (SP) was predicted by dialysis frequency and the difference between dialysate sodium concentration and the pretransition predialysis sodium concentration (R = 35.4%, adjusted R = 33.8%, p < 0.001). Thus, personalizing dialysate sodium concentrations may be associated with a decrease in SP, which is independently associated with increased mortality. Further research is required to determine whether intentional increases in the SP could improve cardiovascular and all-cause mortality.
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 | 0.000 |
| 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) | 0.006 | 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 it