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Record W4309204104 · doi:10.1016/j.jcjd.2022.11.004

Care Coordination of Older Adults With Diabetes: A Scoping Review

2022· review· en· W4309204104 on OpenAlexafffundvenue
Melissa Northwood, Aimun Qadeer Shah, Charith Abeygunawardena, Anna Garnett, Connie Schumacher

Bibliographic record

VenueCanadian Journal of Diabetes · 2022
Typereview
Languageen
FieldMedicine
TopicDiabetes Management and Education
Canadian institutionsBrock UniversityWestern UniversityMcMaster University
FundersMcMaster University
KeywordsCINAHLMedicineOperationalizationGrey literatureHealth careMEDLINEIntervention (counseling)NursingPopulationGerontologyPsychological interventionEnvironmental health

Abstract

fetched live from OpenAlex

OBJECTIVES: Care coordination is a common intervention to support older adults with diabetes and their caregivers, and provides individualized, integrated health and social care. However, the optimal approach of care coordination is not well described. In this scoping review we synthesized evidence regarding the implementation of traditional and virtual care coordination for older adults with diabetes to inform future research and best practices. METHODS: The Joanna Briggs Institute scoping review methods were used. A systematic search was conducted in CINAHL, Embase, EmCare, and Medline, as well as a targeted grey literature search, and a hand-search of reference lists. Screening and data extraction were completed by 3 independent reviewers. RESULTS: Forty-two articles were included in the synthesis. Included studies operationalized care coordination in different ways. The most commonly implemented elements of care coordination were regular communication and monitoring. In contrast, coordination between health-care teams and the community, individualized planning, and caregiver involvement were less often reported. Outcomes to evaluate the impact of care coordination were predominantly diabetes-centric, and less often person-centred. In addition, evidence indicates that older adults value a trusting relationship with their care coordinator. CONCLUSIONS: Studies assessing care coordination for older adults with diabetes have shown positive outcomes. To inform best practices, future intervention research for this population should focus on evaluating the impact of comprehensive care planning, system navigation across the health and social care sectors, the care coordinator and patient relationship and caregiver support.

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)0.020
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.030
Threshold uncertainty score0.059

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.020
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.005
Bibliometrics0.0060.007
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.025
GPT teacher head0.295
Teacher spread0.270 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations15
Published2022
Admission routes3
Has abstractno

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