Oral Hygiene Status of Institutionalised Dependent Elderly in India – a Cross-Sectional Survey
Bibliographic record
Abstract
BACKGROUND/INTRODUCTION: For various reasons, the care demand from elderly people is low and difficult to determine, whereas their oral hygiene status would need urgent care. OBJECTIVE: To assess the oral hygiene status of institutionalized dependent elderly in Bangalore City, India. METHODS: A cross-sectional study of 322 dependent elderly patients was conducted at seven elderly homes of Bangalore City, India. The oral hygiene status recorded includes dental and prosthetic hygiene. RESULTS: The mean Debris Index and Plaque Index scores of dentate elderly were 2.87±0.22 and 3.17±0.40, respectively, the mean Denture Plaque and Denture Stomatitis scores were 3.15±0.47 and 1.43±0.68, respectively. CONCLUSION: The dental hygiene was inadequate. This study emphasizes the care demand and the need for help in oral hygiene procedures for the dependent institutionalized elderly.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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".