Visual compatibility of sodium nitroprusside with other injectable medications given to pediatric patients
Bibliographic record
Abstract
Journal Article Visual compatibility of sodium nitroprusside with other injectable medications given to pediatric patients Get access Winnie Seto, Pharm.D., Winnie Seto, Pharm.D. Staff Pharmacist Address correspondence to Dr. Seto at the Department of Pharmacy, Hospital for Sick Children, 555 University Avenue, Toronto, Ontario, Canada M5G 1X8 (winnie.seto@sickkids.on.ca). Search for other works by this author on: Oxford Academic Google Scholar Angela Trope, M.Sc.PHM., Angela Trope, M.Sc.PHM. Staff Pharmacist Critical Care Unit, Department of Pharmacy, Hospital for Sick Children (HSC), Toronto, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Lynne Carfrae, Lynne Carfrae Clinical Pharmacist Surgical/ Neurosurgical Intensive Care Unit, South– East Health Care Corporation, Moncton Hospital, New Brunswick, Canada. At the time of this study, she was Staff Pharmacist, Critical Care Unit, Department of Pharmacy, HSC Search for other works by this author on: Oxford Academic Google Scholar Scott Walker, M.Sc.PHM. Scott Walker, M.Sc.PHM. Coordinator Research and Quality Control, Department of Pharmacy, Sunnybrook and Women’s College Health Sciences Centre, Toronto, and Associate Professor, Faculty of Pharmacy, University of Toronto, Toronto, Canada Search for other works by this author on: Oxford Academic Google Scholar American Journal of Health-System Pharmacy, Volume 58, Issue 15, 1 August 2001, Pages 1422–1426, https://doi.org/10.1093/ajhp/58.15.1422 Published: 01 August 2001
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".