Ensuring Safe Prescribing of Controlled Substances for Pain Following Surgery by Developing a Transitional Pain Service
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
Chronic postsurgical pain is a significant complication following major surgery, which impairs patient's quality of life. Opioid medications are the mainstay of most postoperative analgesic regimens. Growing evidence suggests inherent risks associated with opioids used for postoperative pain. Beyond common opioid-related side effects, increased mortality in the community and developing persistent opioid problems have been reported. There is a paucity of literature regarding the safe and effective management of postoperative pain as patients transition from the hospital to home/community. The introduction of a transitional pain service, whose aim is to optimize pain control, monitor and appropriately wean patients off opioid medications, prevent unnecessary readmissions post-discharge, and reduce disability associated with the development of chronic post surgical pain, will be of benefit to patients and the healthcare system.
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 | 0.029 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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