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Record W6927052716 · doi:10.25905/12997940

Assessing the Appropriateness of Frailty Screening in the Australian General Practice Context: Ethics, Accuracy, Feasibility and Acceptability

2020· dissertation· en· W6927052716 on OpenAlexaboutno aff

Bibliographic record

VenueTorrens University · 2020
Typedissertation
Languageen
FieldEnvironmental Science
TopicIchthyology and Marine Biology
Canadian institutionsnot available
Fundersnot available
KeywordsChecklistGeneral practiceFrailty IndexScale (ratio)Narrative reviewIdentification (biology)MEDLINE

Abstract

fetched live from OpenAlex

Frailty exposes older people to significant negative impacts on health and well being. Evidence suggesting that frailty is reversible has led to calls for greater proactivity on its identification and treatment within general practice, although implementation research is lacking in many countries, including Australia. This study aimed to explore the appropriateness of introducing frailty screening within Australian general practice, with specific objectives addressing the 1) ethics 2) accuracy 3) feasibility and 4) acceptability of screening within this context. Seven sub-studies addressed these objectives. The first, a narrative review exploring the principles of ethical screening, suggested that the most appropriate current application of frailty screening within general practice is for case-finding of vulnerable older people. Next, a systematic review of self-reported frailty screening instruments demonstrated insufficient validation evidence for many, providing justification for the third sub-study (n=243), in which the DTA of several instruments was assessed against the Frailty Phenotype (FP) and Frailty Index (FI). Several instruments (Kihon Checklist (KC), Reported Edmonton Frail Scale (REFS) and PRISMA-7) showed promise for broader implementation. In a fourth sub-study, the DTA and feasibility of an electronic Frailty Index (eFI) was assessed (n=60). Although sufficiently accurate, the findings suggest that an eFI is currently unviable for Australian general practice. The fifth sub-study explored attitudes of Australian general practitioners (GPs) towards frailty and frailty screening. GPs largely saw frailty as a cycle of worsening decline, with few having attempting intervention, but most were open to screening given sufficient support. The sixth sub-study assessed the feasibility and acceptability of several instruments in practice. Of these, the PRISMA-7 performed best. The two self administered instruments (KC and REFS) returned higher rates of non completion than the nurse-administered instruments. The final sub-study explored perceived feasibility and acceptability with a broader sample of GPs and practice nurses (n=43), with participants preferring multi-dimensional instruments perceived as delivering clinical utility, fitting feasibly with the setting and supporting patient-centred care. Taken together, this dissertation’s findings indicate that a case-finding approach to frailty screening within Australian general practice based on the integration of accurate, multi-dimensional instruments into the 75+ annual health assessment will deliver the greatest chance of success. However, further replication research will be needed to support implementation in practice, along with policy and funding analyses to identify the best business models to support the sustainability of screening into the future.

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 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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.049
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.079
GPT teacher head0.348
Teacher spread0.269 · 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 teacher head, 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

Citations0
Published2020
Admission routes1
Has abstractyes

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