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
Diabetic neuropathy comprises disorders of peripheral nerve in diabetes patients after exclusion of other disorders and can be focal or diffuse. The focal diabetic neuropathies tend to resolve spontaneously and are treated by reassurance, physiotherapy and analgesia for painful symptoms. Diabetic sensorimotor polyneuropathy (DSP) is the most frequent form of diabetic neuropathy and effective disease-modifying treatment is not available beyond the interventions of optimal glycemic control, and possibly lifestyle and risk factor modification. In contrast, a recent evidence-based guideline shows that effective treatments for painful DSP include: pregabalin, amitriptyline, duloxetine, venlafaxine, gabapentin, opioids, nitrate sprays, capsaicin, and transcutaneous electrical nerve stimulation. The choice of treatment is guided by the clinical status of the individual patient.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| 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