Bibliographic record
Abstract
Early recognition of limb ischemia may allow prompt, effective therapy for peripheral arterial injuries. A review of cases of peripheral arterial trauma at the Toronto General Hospital since 1953 revealed that 50% of the injuries were not immediately recognized. An expanding hematoma, pulsatile hemorrhage or the onset of a bruit and thrill signifies arterial damage in penetrating wounds. Ischemia may be difficult to recognize in patients with soft tissue or skeletal trauma, but the presence of distal pallor, coolness, paresis, cyanosis, anesthesia, poor capillary refill and disproportionate pain indicates significant arterial damage and necessitates surgical exploration. The diagnosis of arterial "spasm" in such instances is untenable and can only be made after direct inspection, or on the return of pulses after reduction of a fracture or release of a tight cast. Restoration of arterial continuity by end-to-end anastomosis is the recommended technique for all arterial injuries, since after ligation of even minor vessels, ischemia may ensue, and amputation may occasionally be necessary.
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.
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".