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Record W4381511110 · doi:10.1177/10848223231183091

Optimizing Weekend Schedules in Home Health Care: The Essential Care on Weekends for Personal Support Quality Improvement Project

2023· article· en· W4381511110 on OpenAlexaff
Sandra McKay, Margery Konan, Sandra Tedesco, Tracey Turriff, Mel Michener, Emily C. King

Bibliographic record

VenueHome Health Care Management & Practice · 2023
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsToronto Metropolitan UniversityToronto East General HospitalUniversity of Toronto
Fundersnot available
KeywordsOperationalizationBusinessWorkforceHealth careLong-term careScheduleNursingContext (archaeology)LimitingMedicineComputer science

Abstract

fetched live from OpenAlex

The availability of personal support workers (PSWs) is a limiting factor for home care system capacity, as this workforce provides 70% to 80% paid care in this sector. Without sufficient support to live at home, many seniors and people with disabilities experience poorer outcomes and require care in more expensive and less preferred institutional long-term care or hospital settings. Insufficient PSW availability is limiting access to necessary care in the community. Capacity challenges are particularly pronounced on weekends. The Essential Care on Weekends (ECoW) program was co-developed as one solution to adapt current PSW scheduling practices to increase the number of clients with high-intensity care needs who can be served within the constraints of PSW availability. ECoW focused on increasing weekend capacity and care consistency, particularly for clients with the highest care needs, through prioritizing essential care and moving less time sensitive tasks to weekdays. ECoW was operationalized through 4 activities: communication and engagement, clinical care plan review, geographic review of PSW schedules and the creation of the ECoW schedule. Implementation of ECoW demonstrated success in increasing access to and consistency of care for clients with the highest care needs: weekend capacity increased, access to care improved for clients requiring daily or near-daily care and missed care rates decreased both on weekends and weekdays. This strategy represents a change in scheduling practices that organizations can use to provide consistent service to a growing number of clients with high-intensity care needs in the context of increasingly limited health human resource capacity.

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)0.005
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.614
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0030.000
Scholarly communication0.0000.000
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 head0.054
GPT teacher head0.458
Teacher spread0.404 · 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.

Study designQualitative
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
Published2023
Admission routes1
Has abstractyes

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