Oligoanalgesia in Adult Colles Fracture Patients Admitted to the Emergency Department
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
Pain is a complex symptom to assess properly and it is often poorly managed in the Emergency Department. The majority of research has focused on exploring oligoanalgesia in samples of patients with heterogeneous injuries. The occurrence of oligoanalgesia in a homogeneous injury, such as Colles fracture, has yet to be explored. A retrospective chart review was conducted to determine the incidence of oligoanalgesia in adults with Colles fractures admitted to two urban Emergency Departments in Western Canada. Data were collected from one hundred fifty charts from a 5-year period (2009-2014). Age and gender predicted of pain assessment (p = .019), but were not significantly associated with receipt of an opioid or pain reassessment. Pain reassessment was only completed in 47% of patients who received an initial pain assessment; this was significantly different from current best practice standards ( p = .0002).
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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.001 |
| 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