MétaCan
Menu
Back to cohort
Record W6945761345 · doi:10.25958/773n-e862

How public libraries in Western Australia support the language and literacy learning of children from birth to age three years

2023· dissertation· en· W6945761345 on OpenAlexaboutno aff

Bibliographic record

VenueAustralasian Journal of Paramedicine · 2023
Typedissertation
Languageen
FieldSocial Sciences
TopicLibrary Science and Administration
Canadian institutionsnot available
Fundersnot available
KeywordsLiteracyInformation literacyQuarter (Canadian coin)Family literacyPerceptionLanguage acquisitionQualitative researchComputer literacy

Abstract

fetched live from OpenAlex

Early language and literacy skills develop rapidly during the first three years of children’s lives. Successful development of these skills is based on dynamic interactions and supportive relationships within children’s families and communities. However, nearly a quarter of Australia’s children do not receive the necessary support or proactive interactions, and therefore start their schooling at age four or five with inadequate language and literacy skills. Reducing early difficulties is beneficial since evidence indicates that children who struggle at the start of their education rarely catch up. Children and their families may be supported with language and literacy learning by engaging with programs, activities and resources at local public libraries. Such programs, activities and resources are offered at no cost to the user and are found in more than 1,500 communities throughout Australia. Yet this study reveals that Western Australian libraries’ early language and literacy role is undervalued and often unknown. Policy makers have limited understanding of libraries’ capacities, and families lack awareness of what libraries provide. Impediments to library use by young families remain, including persistent out-dated perceptions of libraries as unsuitable places for young children. This study engaged qualitative research methods to gather data on the lived experience of families with young children when engaging with library based language and literacy programs, activities and resources. It also gathered data from families with young children who did not engage with such services, and from library staff with a range of roles. Library based events offering language and literacy content for children from birth to age three years and their parents/carers were observed, along with library use by this cohort during regular opening hours. Six different library facilities from Local Government Areas in metropolitan, regional and rural environments in Western Australia participated. Audits of facilities and resources were conducted to collect comprehensive information about public library services for young children and their families. The study proposes that improving awareness of libraries and their role in early language and literacy learning may assist young children and their families in children’s years before formal schooling. Building awareness may involve libraries engaging in broader outreach, creating innovative promotional opportunities, and developing robust evaluative processes. This may result in increased engagement and more children arriving at school with effective language and literacy skills, prompting subsequent benefits for their educational, social, emotional and financial futures.

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)0.003
metaresearch head score (Gemma)0.013
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.179
Threshold uncertainty score0.356

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.002
Scholarly communication0.0040.004
Open science0.0010.006
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.034
GPT teacher head0.336
Teacher spread0.302 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueAustralasian Journal of ParamedicineSame topicLibrary Science and AdministrationFrench-language works237,207