Low level light therapy in the management of paediatric oral and oropharyngeal mucositis
Bibliographic record
Abstract
Oral and oropharyngeal mucositis is a common, debilitating condition experienced by patients undergoing oncology treatment. There are many different management strategies, with low level light therapy (LLLT) an emerging field. Ongoing research on the topic of LLLT for mucositis has resulted in LLLT being included in national clinical guidelines. The number of centres currently using LLLT for paediatric patients with oropharyngeal mucositis is growing, with Glasgow having successfully used this treatment method for a number of years. Across medicine and dentistry, LLLT is coming to the fore and is a treatment modality of which we should all be aware. CPD/Clinical Relevance: New technologies and treatment modalities are areas with which practitioners should stay up to date. Low level light therapy continues to be a growing research field.
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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".