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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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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

<p>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.</p>

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.033
Threshold uncertainty score0.357

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.023
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