A comparison between single and double-pump syringe changes of intravenous inotropic medications in children.
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 purpose of this study was to examine the consistency of dosage delivery of inotropic medications when changing syringes in syringe pumps. Two nursing practices of syringe changes were compared: single-pump (SP) versus double-pump (DP). The SP syringe change involved using one and the same pump, and changing only the syringe. The DP syringe change involved using another pump. This other pump infuses simultaneously, for a period of time, at the same dose as the pump containing the syringe that is to be discarded. Data collection included the volume and concentration of fluid when the syringes were changed. Volume measurement, biochemical analysis and spectrophotometry were used to analyze the data. The findings suggest that the DP practice for syringe changes provides better consistency in the dosage delivery of inotropic medications. However, the SP practice can also be highly suitable when considering the overall benefits and risks of both practices of syringe changes. Implications for nursing are discussed.
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) | 0.000 | 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