Erythropoietin-Alpha Dosage Requirements in a Provincial Hemodialysis Population: Effect of Switching from Subcutaneous to Intravenous Administration
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
BACKGROUND: The purpose of this initiative was to compare erythropoietin-alpha doses in hemodialysis patients who changed from subcutaneous to intravenous administration. The Manitoba Renal Program switched routes due to concern about erythropoietin-associated pure red cell aplasia. METHODS: We compared the erythropoietin-alpha dosage requirements during subcutaneous administration (3 months pre-switch) and intravenous administration (months 4-6 post-switch). We also compared: hemoglobin, transferrin saturation (Tsat%), ferritin, and percent of patients receiving intravenous iron. The same erythropoietin-alpha regimen was initially used when patients were switched. RESULTS: Of the 628 patients receiving erythropoietin-alpha, the data were complete for 400. The dose increased 26% (mean +/- SD, 10,425 +/- 7,330 vs. 13,125 +/- 8,638 IU/week; p < 0.0001), despite similar hemoglobin, (mean +/- SD, 11.5 +/- 1.1g/dl (114.9 +/- 11.2 g/l) vs. 11.3 +/- 1.0 g/dl (113.5 +/- 10.4 g/l); p = 0.0450) and iron parameters (Tsat 30.9%, ferritin 464 ng/ml (microg/l) vs. Tsat 28.7%, ferritin 538 ng/ml (microg/l)). For the subgroup of 84 patients who maintained target hemoglobin (10-11 g/dl or 110-120 g/l) for both periods, the dose increased 26% (mean +/- SD, 8,393 +/- 6,242 vs. 10,589 +/- 7,049 IU/week; p < 0.0001) without a change in hemoglobin, (mean +/- SD, 11.5 +/- 0.3 g/dl (115.2 +/- 3.0 g/l) vs. 11.5 +/- 0.3 g/dl (114.9 +/- 3.3 g/l); p = 0.5789). When stratified by subcutaneous dose, patients with the lowest dose (<5,000 IU/week) demonstrated the greatest increase (89%), and those with the highest dose (>20,000 IU/week) experienced no increase (-3%). CONCLUSION: Overall, erythropoietin-alpha doses increased by 26% when patients were converted from subcutaneous to intravenous administration.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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