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Record W2293039881 · doi:10.14288/1.0105166

The implementation of oral health regulation in long-term care facilities

2012· article· en· W2293039881 on OpenAlexaff
Caroline Yueh Wen Jiang

Bibliographic record

VenuecIRcle (University of British Columbia) · 2012
Typearticle
Languageen
FieldDentistry
TopicDental Health and Care Utilization
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsTerm (time)BusinessRisk analysis (engineering)Process managementComputer scienceEnvironmental healthOperations managementMedicineEngineering

Abstract

fetched live from OpenAlex

Background: Poor oral health in long-term care (LTC) facilities is rampant and currently there is no effective strategy for improving daily oral healthcare in most of them. The government of British Columbia has implemented an oral health regulation for joint responsibility between dental professionals and LTC administrators to maintain the daily oral healthcare of residents in their care; however, it seems that conflicting priorities persist and are a barrier to achieving optimal oral health for residents. Research Questions: How has the governmental regulation on oral healthcare in LTC been developed, implemented and sustained? Methods: I conducted a secondary analysis of open-ended interviews with 14 LTC administrators undertaken before the regulation was implemented. Subsequently I conducted similar interviews with five government officials and five administrators to explore how the regulation was developed and implemented. Participants for interviews were selected purposefully to obtain a comprehensive response to my questions. I used a constant comparison technique to analyze relationships between the various perspectives, and I determined the trustworthiness of my findings by triangulating them with published literature on this topic, and by allowing participants to comment on them. Results: Before the regulation was implemented administrators emphasized a need for constant reminders, continuing education and administrative accountability to maintain the daily oral healthcare in LTC facilities. Government officials developed the regulation so that facility residents would receive a clinical examination annually by a dental professional. However, LTC administrators seemed unaware of this regulation, and when brought to their attention did not expect it to be assessed by government inspectors. This disregard for regulation was confirmed by the inspectors who explained that they do not enquire about daily oral healthcare of residents unless there is a written recommendation from a dental professional for treatment of specific mouth problems. Conclusions: The regulation to manage oral healthcare in LTC facilities is not being implemented or sustained as intended because of inadequate collaboration between dental professionals, administrators, and government inspectors.

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 imitation

Not 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.

metaresearch head score (Codex)0.031
metaresearch head score (Gemma)0.056
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.054
Threshold uncertainty score0.166

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0310.056
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0100.009
Scholarly communication0.0050.002
Open science0.0030.006
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.015
GPT teacher head0.268
Teacher spread0.253 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2012
Admission routes1
Has abstractyes

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