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Record W2154198213 · doi:10.32920/24150429.v1

Contributions of School-Based Parenting and Family Literacy Centres in an Early Childhood Service System

2023· article· en· W2154198213 on OpenAlexaboutno aff
Kathryn Underwood, Marion Edna Trent-Kratz

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicAppreciative Inquiry and Organizational Change
Canadian institutionsnot available
Fundersnot available
KeywordsFamily literacyEarly childhoodEarly childhood educationLiteracyService (business)PsychologyCommunity serviceDevelopmental psychologyPublic relationsPedagogyPolitical scienceBusiness

Abstract

fetched live from OpenAlex

Increasingly, governments are seeking ways to integrate early childhood education and care services as a social policy strategy to maximize child and family outcomes. This study examines the role of a school-based parenting and family literacy program to a system of services in one community in Ontario, Canada. Using an appreciative inquiry approach, focus groups and questionnaires conducted with participants of the programs provide a view of how these programs are contributing in a community where there are a range of programs in place. These programs were described by parents as welcoming places with interesting and engaging program activities, facilities, and resources that support child development. Additionally, supports for all family members--including referrals to services which helped families in many aspects of their lives--were described as benefits of participating. The contributions of Parenting and Family Literacy Centres (PFLCs) are evident from the data and are discussed in relation to the contributions of other services and programs in the community. Additional findings examine participants' patterns of service use across the community, which shows they are using school-based services more than community-based early years services. These findings are discussed in relation to the service integration goals of provincial social policy strategies.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.566
Threshold uncertainty score0.873

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.003
Scholarly communication0.0040.001
Open science0.0020.006
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.023
GPT teacher head0.255
Teacher spread0.232 · 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 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

Citations5
Published2023
Admission routes1
Has abstractyes

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