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Record W4401657807 · doi:10.1186/s12877-024-05250-4

Mapping the evidence on dementia care pathways – A scoping review

2024· review· en· W4401657807 on OpenAlexafffund
Marianne Saragosa, Evan MacEachern, Mary Chiu, Sean Weylie, Krista Schneider, Elaine R Maloney, Jordanne Holland, Kerry Kuluski, Ani Orchanian‐Cheff, Michelle Nelson

Bibliographic record

VenueBMC Geriatrics · 2024
Typereview
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsBaycrest HospitalCentre for Addiction and Mental HealthUniversity Health NetworkUniversity of TorontoCARE CanadaOntario Shores Centre for Mental Health SciencesTrillium Health CentreAlzheimer Society of CanadaOntario Tech UniversityLunenfeld-Tanenbaum Research Institute
FundersAlzheimer Society Research ProgramAlzheimer Society
KeywordsDementiaMedicineCare pathwayHealth careClinical pathwayNursingMEDLINEDiseasePathology

Abstract

fetched live from OpenAlex

BACKGROUND: One way of standardizing practice and improving patient safety is by introducing clinical care pathways; however, such pathways are typically geared towards assisting clinicians and healthcare organizations with evidence-based practice. Many dementia care pathways exist with no agreed-upon version of a care pathway and with little data on experiences about their use or outcomes. The objectives of the review were: (1) to identify the dementia care pathway's purpose, methods used to deploy the pathway, and expected user types; (2) to identify the care pathway's core components, expected outcomes, and implications for persons with dementia and their care partners; and (3) determine the extent of involvement by persons with dementia and/or their care partners in developing, implementing, and evaluating the care pathways. METHODS: We systematically searched six literature databases for published literature in the English language in September 2023 utilizing Arskey and O'Malley's scoping review framework. RESULTS: The findings from the dementia care pathways (n = 13) demonstrated assistance in dementia diagnostic and management practices for clinicians and offered structured care processes in clinical settings. For this reason, these pathways emphasized assessment and interventional post-diagnostic support, with less emphasis on community-based integrated dementia care. CONCLUSION: Future dementia care pathway development can seek the involvement of persons with dementia and care partners in designing, implementing and evaluating such pathways, ensuring that outcome measures properly reflect the impact on persons with lived dementia experience and their care partners.

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)0.003
metaresearch head score (Gemma)0.015
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.521
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.015
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.676
GPT teacher head0.560
Teacher spread0.116 · 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 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

Citations12
Published2024
Admission routes2
Has abstractyes

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