MétaCan
Menu
Back to cohort
Record W168050879

Early childhood and cultural diversity in New Zealand

2016· article· en· W168050879 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

VenueThe Reading Teacher · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicEducation Systems and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsPolynesiansImmigrationPacific islandersPopulationDiversity (politics)Quarter (Canadian coin)Cultural diversityGeographyEthnologyHistorySociologyDemographyAnthropologyArchaeology
DOInot available

Abstract

fetched live from OpenAlex

THE SOLUTIONS for achieving greater success with teaching early reading are not yet obvious be cause the issues are complex. One important aspect which needs further investigation in many countries is the interplay of dialect and multilingual status with learning to read. In New Zealand, work is currently being done with the educational dif ferences of three populations in the schools of Auckland: the majority White population, who are called Pakehas; the native Maoris; and immigrant Pacific Islanders. These children enter school from different language and cultural backgrounds, yet the language barriers do not al ways appear to be the most signifi cant factors affecting the success of students in language arts instruction. New Zealand is a small country of three and a half million people. It be came a British colony in 1840, al though missionary settlements began in 1814. New Zealand has always been separate and different from Australia, including having a differ ent educational system. New Zea land is small scale with a centralised education system, whereas Australia is large scale with separate state sys tems of education and a Federal Government. When the settlers arrived in New Zealand, it was already populated by one particular group of Polynesians called Maoris. The Polynesians of the South Pacific have developed in different ways in the various island groups. The Maoris in New Zealand number a quarter of a million and they have a high rate of natural in crease which doubled the population between 1945 and 1966. The educa tional tradition of the Maoris was an oral one; they selected people from within the tribe who had excellent

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 score0.336
Threshold uncertainty score0.960

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.049
GPT teacher head0.327
Teacher spread0.278 · 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