Infection Control Standards in Private Dental Practice - The Role of Accreditation.
Bibliographic record
Abstract
There are established standards for the management of infection control in private dental practices, but there is currently no proactive legislation to oversee correct adherence to those standards. The Australian Health Service Safety and Quality Accreditation Scheme (Scheme) promotes a quality and safety management program that includes attention to the prevention of healthcare acquired infections, but adoption of the Scheme is not compulsory for all. A recent case brought before the NSW Civil and Administrative Tribunal demonstrated the seriousness of breaches of infection control standards and the considerable costs of managing the consequences. This article discusses the role of quality and safety assurance programs in the context of private dental practice regulation; compares the different quality and safety assurance schemes operating in Australia, Canada, and the United Kingdom; and argues that the compulsory adoption of an appropriate scheme which focuses on infection control would be in the public interest.
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.
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 | 0.049 | 0.080 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.021 |
| Scholarly communication | 0.010 | 0.007 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.009 | 0.007 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".