MétaCan
Menu
Back to cohort
Record W2899684508 · doi:10.1093/geroni/igy023.2683

THE ROLE OF FACILITATION IN SUSTAINABILITY OF A DEMENTIA TRAINING PROGRAM IN RURAL LONG-TERM CARE HOMES

2018· article· en· W2899684508 on OpenAlexaff
T Danylyshen-Laycock, Debra Morgan, Norma J. Stewart, Megan E. O’Connell, Donna Goodridge

Bibliographic record

VenueInnovation in Aging · 2018
Typearticle
Languageen
FieldHealth Professions
TopicFood Security and Health in Diverse Populations
Canadian institutionsCanadian Science Centre for Human and Animal HealthUniversity of Saskatchewan
Fundersnot available
KeywordsSustainabilityFacilitationNursingLong-term carePsychologyDementiaMedicine

Abstract

fetched live from OpenAlex

Simple dissemination is not effective in sustaining change, thus, other implementation strategies are required. We examined the relationship between facilitation and the sustainability of a dementia-specific behavioural training program (Gentle Persuasive Approaches; GPA) in rural LTC homes. Four focus groups with nursing aides (NAs) and 17 interviews with Formal Leaders (Directors of Care, Administrators), Clinical Nurse Leaders (CNLs; role includes leadership, education, mentoring), Registered Nurses, and GPA Coaches were completed in five LTC homes in a retrospective study. Document reviews, direct observation, and 15 semi-structured interviews with staff in all departments were completed in two LTC homes in a prospective (15 month) study. A continuum of low, medium, and high sustainability homes emerged. In low sustainability homes, facilitation was done by informal facilitators (NAs, GPA Coaches, and staff in other departments) but not formal leaders. In medium sustainability homes, facilitation was completed by informal facilitators and a CNL. Leadership in these homes verbally supported the program but their actions did not consistently reflect this and the CNL’s effectiveness was limited due to weaker leadership. In high sustainability homes, facilitation by formal leaders and informal facilitators occurred regularly and was higher in quality. The CNL was a key factor in the sustainability of the program in the high sustainability home, combined with the formal leader who had strong facilitation and leadership skills. The CNLs built relationships and problem solved. CNLs who had credibility, were respected, and used appropriate facilitation skills had a positive influence on the sustainability of the GPA program.

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)0.006
metaresearch head score (Gemma)0.021
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.084
GPT teacher head0.462
Teacher spread0.378 · 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

Citations0
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueInnovation in AgingSame topicFood Security and Health in Diverse PopulationsFrench-language works237,207