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 levels after cardiac surgery are often severe and undertreated. The effects of undertreatment may be both severe and prolonged. The incidence of chronic pain after cardiac surgery varies between 21% and 55%. Pain syndromes that occur following cardiac surgery may be multiple and may be of visceral, musculoskeletal, or neurogenic origin. Risk factors for acute pain vary depending on the study but generally include younger age, longer duration of surgery, and the location of the surgery. Risk factors for chronic pain include depression and psychological vulnerability, both preoperative and postoperative. Other independent risk factors for chronic pain are more extensive surgery, surgery lasting longer than 3 hours, and ASA grade greater than III. Pain control is achieved with regular and systematic evaluation and the use of multimodal regimens. Treatment strategies that are commonly used include opioids, paracetamol, NSAIDS, and more recently anticonvulsants.
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 | 0.004 | 0.000 |
| 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