Analgesic and sedative pharmacology in the intensive care unit.
Bibliographic record
Abstract
Sedation and analgesia are central elements in the care of critically ill, mechanically-ventilated patients. The goal of analgesic therapy is to provide relief from pain and physical discomfort which may lead to poor sleep, agitation, or a stress response. Opioids, such as morphine, fentanyl, and hydromorphone, are considered first-line agents for treating pain. All of these agents are equally effective at equipotent doses and the choice of an agent depends on both drug and patient characteristics. Sedatives with amnestic properties are desirable to prevent or relieve anxiety and agitation. The benzodiazepines and propofol are the primary sedative agents used in the intensive care unit (ICU). Agents such as clonidine and haloperidol may have a role in the ICU when used concomitantly with sedatives and analgesics. An understanding of the pharmacotherapy of sedation and analgesia in the ICU will help support appropriate usage of these agents and improve patient care.
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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) | 0.000 | 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 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".