Oral hygiene awareness in orthodontic patients; A cross sectional survey
Bibliographic record
Abstract
Aim and Objectives: To evaluate the current status of oral hygiene awareness in patients undergoing active orthodontic treatment and to educate them how they can improve and maintain their oral health throughout orthodontic treatment to minimize the risk of dental caries, plaque deposition, gingivitis and localized enamel decalcification. Study Design: Prospective survey. Setting: Orthodontic Department, Punjab Dental Hospital Lahore, Pakistan. Period: 06 months 1st August 2018 to 31st January 2019. Methods and Materials: A structured questionnaire was distributed to 100 patients undergoing active orthodontic treatment at orthodontic department of Punjab Dental Hospital Lahore, Pakistan in an effort to assess the level of awareness and practical measures taken by patients to maintain and improve their oral health during orthodontic treatment. Conclusion: This survey revealed that most of the patients are aware and practising oral hygiene measures during their orthodontic treatment and dentist should repeat all these instruction on every visit.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| 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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".