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Record W4388704052 · doi:10.5539/hes.v13n4p181

The Formation Logic and Counteractions of Parents' Educational Anxiety Accompanying the Introduction of Double Reduction Policy

2023· article· en· W4388704052 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

VenueHigher Education Studies · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Educational Reforms and Inequalities
Canadian institutionsnot available
Fundersnot available
KeywordsAnxietyCrowdsPsychologySociologyComputer sciencePsychiatry

Abstract

fetched live from OpenAlex

After the implementation of “double reduction” policy, parental education anxiety becomes a hit subject in the society. Aimed to figure out formation logic and countermeasures of it, this paper adopts literature survey method, through numerous researches, discovers that on the one hand, the policy has comprehensively standardized cram schooling market, optimized the homework design and relieved students’ burden, which renders the overall educational ecology sustainable. But on the other hand, affected by multiple factors, such as the weakening function of family education, the imbalance between the supply and demand of educational resources, single selection criterion and unpredictable educational deviation, parents’ educational anxiety keeps swelling, bearing several features like the heterogeneity of anxiety, classification of anxious crowds, different stages of anxiety and intergenerational mobility. Therefore, only by synchronous implementation of multiple measures, reconstructing education ecological system, standardizing the policy and continuing to strengthen faculty force, can we relieve parental education anxiety and give a push to the genuine implementation of “double reduction” policy.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.849
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.129
GPT teacher head0.456
Teacher spread0.327 · 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