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Record W3162236479 · doi:10.3968/12018

The Realistic Predicament and Countermeasures of After-School Service for Rural Primary School Students in Ethnic Minority Areas of China

2021· article· en· W3162236479 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.

venuePublished in a venue whose home country is Canada.
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

VenueCanadian social science · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Educational Reforms and Inequalities
Canadian institutionsnot available
Fundersnot available
KeywordsEthnic groupChinaEconomic shortageService (business)Rural areaEconomic growthWelfarePublic welfareSociologyPublic relationsPolitical scienceBusinessGovernment (linguistics)MarketingEconomics

Abstract

fetched live from OpenAlex

At present, the problem of after-school service for primary school students in minority rural areas in China needs to be solved urgently. Based on the analysis of the current after-school service policy in primary and secondary schools,according to the research results, although the problem of primary school students’picking up and dropping off is not prominent, the problem of school leaving unattended at home is widespread, parents all want students to receive after-school services, however, there is a serious shortage of after-school services for non-profit students, and there are many difficulties in developing after-school services in rural primary schools. In order to meet the demand of after-school service for rural families, it is suggested that the after-school service function of rural boarding schools should be brought into full play, that qualified rural primary schools should be supported to provide after-school service, and that public welfare community after-school service institutions should be explored, provision of inclusive after-school social services as appropriate.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.318
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
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 head0.021
GPT teacher head0.337
Teacher spread0.316 · 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