Review: enhanced oral hygiene prevents respiratory infection in elderly people in hospitals and nursing homesCommentary
Bibliographic record
Abstract
P Sjogren Dr P Sjogren, Oral Care AB, Goteborg, Sweden; petteri.sjogren@oralcare.se Does enhanced oral hygiene prevent respiratory infection in elderly people in hospitals and nursing homes? Included studies evaluated the effect of enhanced oral hygiene care or frequent professional oral care on respiratory infection in elderly people in hospital or living in nursing homes. Outcomes were respiratory infection, pneumonia, and death from pneumonia. Medline, Cochrane Central Register of Controlled Trials, and National Health Service Economic Evaluation Database (to Nov 2007); and reference lists were searched for randomised controlled trials (RCTs) published in English, German, Dutch, or a Nordic language between 1996 and 2007. Studies involving patients with mechanical ventilation or tube feeding were excluded. 3 …
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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".