Acute oropharyngeal effects of full-course radiation treatment of tumors of the head.
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
In companion animals, a number of forms of cancer arise within the oral or nasal cavities, the brain, or other facial, aural, or rostral tissues. Cure or long-term control can be achieved in a good proportion of such cancers with early diagnosis and the appropriate selection and implementation of treatment modality. While a combination of therapies is often required to enhance outcome, full-course external beam radiation treatment has proven to be a valuable component in the treatment of several of these malignancies. For instance, adenocarcinomas, lymphomas, mast cell tumors, melanomas, meningiomas, plasmacytomas, soft tissue sarcomas, squamous cell carcinomas, and acanthomatous ameloblastomas have shown benefit from the use of radiation. A full-course radiation protocol generally involves 3 to 4 wk of daily treatments.
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) | 0.000 | 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 it