Evaluation and comparison of safety, convenience and cost of administering intravenous pamidronate infusions to children in the home and ambulatory care settings
Bibliographic record
Abstract
The use of bisphosphonates in children to treat low bone mineral density has increased. Safety and efficacy of pamidronate has been previously demonstrated. However, little research has been done on pamidronate infusion in the home health setting for patients with metabolic bone disease. Data were collected via a survey to assess satisfaction and convenience of infusions. Adverse events were measured by collecting calcium levels before and after infusions. Infusion costs were estimated from the standard orders from one home health agency and our infusion center. We found no difference in the rates of hypocalcemia between the two groups. The survey results showed high satisfaction for both groups, with higher scores in the home health group for convenience and stress. Home health infusions showed lower cost and less absenteeism from school and work. Home health-based pamidronate infusion appears to be safe, less expensive, and is associated with high patient satisfaction.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".