Changing Pattern of Drug Utilization in a Neonatal Intensive Care Unit
Bibliographic record
Abstract
Drug exposures in neonates admitted to a neonatal intensive care unit in 1974 and in 1977 were compared. A significant increase in drug exposure (3.4 drugs per baby in 1974 versus 6.19 drugs in 1977) and in the total number of drugs used (71 versus 102 different drugs) were noted. The proportion of infants receiving no drugs were similar (23%). Infants given penicillin and kanamycin decreased by about 50% with a reciprocal increase observed with ampicillin and gentamicin. Except for a few drugs (chloramphenicol, methicillin, Infantol), all drugs were used in a greater number of babies in 1977. Data indicate increase in drugs used and a change in the pattern of drug utilization over a period of three years.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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".