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Record W4391361058 · doi:10.1080/26408066.2024.2310599

Realizing an Evidence-Based Framework for the Management and Delivery of Family Support Services

2024· article· en· W4391361058 on OpenAlexafffundabout
Beth Archer‐Kuhn, Candace Lind, Natalie Beltrano, Lisa Garrisen, Janet Hettler, Sandra M. Reilly

Bibliographic record

VenueJournal of Evidence-Based Social Work · 2024
Typearticle
Languageen
FieldHealth Professions
TopicHealth Policy Implementation Science
Canadian institutionsAlberta Children's HospitalUniversity of WindsorUniversity of Calgary
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsService delivery frameworkService (business)Process (computing)Process managementKnowledge managementService providerBusinessPublic relationsPolitical scienceComputer scienceMarketing

Abstract

fetched live from OpenAlex

PURPOSE: This paper reports on how service providers and academic researchers partnered to support the journey of a primary prevention organization in western Canada as they reviewed their programming against an evidence-based practice (EBP) framework. The process allows the organization to increase their EBP culture by encouraging staff understanding and uptake of their nine family support programs. It also informs service users and other stakeholders of the evidentiary status of different kinds of support services. In this way, the families become more informed and engaged partners who might easily evaluate the respective risks and benefits of the various applications. METHOD: As part of the process, an evidence-based framework used a common language to assess the efficacy of the respective nine programs. RESULTS: All nine programs are now mapped into the EBP framework. CONCLUSIONS: This review allows staff to become more intentional and informed about the EBPs they employ to support vulnerable families and to use this knowledge to better inform the families with whom they work. This paper and the process the agency followed can be a model for other organizations who serve families experiencing short-term housing crisis, provide infant nursery care, and other support services for families with young children.

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)0.010
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.375
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.001
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 head0.707
GPT teacher head0.636
Teacher spread0.071 · 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 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

Citations1
Published2024
Admission routes3
Has abstractyes

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