MétaCan
Menu
Back to cohort
Record W7028969159

A gaping hole: Oral health care for dependent older people

2021· dissertation· en· W7028969159 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueOtago University Research Archive (University of Otago) · 2021
Typedissertation
Languageen
FieldBusiness, Management and Accounting
TopicAI and HR Technologies
Canadian institutionsnot available
Fundersnot available
KeywordsOral healthHealth careOlder peopleQuality of life (healthcare)Oral health carePublic health
DOInot available

Abstract

fetched live from OpenAlex

Following decades of improved oral health care, many people in New Zealand now reach older age with their own teeth. However, dependent New Zealanders (those who require regular care support through home-based care or aged residential care facilities) have poor oral health, suggesting that they are not receiving adequate oral health care. This affects their overall health and quality of life in ways that may be painful, debilitating or fatal. These problems are exacerbated by shortfalls in oral health services, which are frequently unaffordable and/or inaccessible.\n\nThis thesis explores the feasibility and acceptability of publicly-funded oral health care provision for dependent older people in New Zealand among key informants from the oral health and aged care sectors. The New Zealand oral health and aged care systems are compared and contrasted with those from Canada, Australia, the United Kingdom and Ireland. These comparable countries face similar issues in cost and access barriers for dependent older people, and have various approaches that could be applied in the New Zealand setting. The research was framed by Guay’s (2005) three-point model of addressing demand, expanded by Smith (2010) to include awareness. Semi-structured interviews were conducted with eight key informants, comprising experts in dentistry, aged care, health policy and older people’s advocacy.\n\nThis research confirmed that dependent older New Zealanders’ oral health is in a state of crisis. Oral health policy has not been sufficiently developed or implemented to guide oral health care for older people. Preventive oral health care is insufficient for purpose, while cost and access barriers frequently prohibit clinical treatment. The oral health and aged care workforces both require improved conditions, regulation, training and interdisciplinary alliances to meet dependent older people’s oral health needs. While the workforce is interested in making these changes, centralised public funding is necessary for their implementation, and to reduce cost barriers for patients. Accessibility can be helped through a combination of in-house, mobile and domiciliary care provision, and more widespread training in special care dentistry. Any oral health care programme must foreground the human rights of older people, disabled people, and other socioeconomic minorities such as Māori and Pasifika people.\n\nThis thesis concludes that publicly-funded oral health care for dependent older people is not only acceptable but urgently necessary, and highly feasible if effective political strategies are developed for its implementation. It therefore recommends a call to action by oral health and aged care professionals, older people’s advocates, disability rights organisations, and others concerned about dependent older people’s health and wellbeing.

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.509
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.039
GPT teacher head0.292
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