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Record W4408670118 · doi:10.5539/ies.v18n2p137

Development of Sustainable Humanistic Education Strategies in Higher Vocational Colleges

2025· article· en· W4408670118 on OpenAlexvenueno aff
Jingrui Zhang, Chollada Pongpattanayothin, Narongwat Mingmit, Thanida Sujarittham, Chawalit Jujia

Bibliographic record

VenueInternational Education Studies · 2025
Typearticle
Languageen
FieldEngineering
TopicEngineering Education and Curriculum Development
Canadian institutionsnot available
Fundersnot available
KeywordsVocational educationHumanismPedagogyMathematics educationHigher educationHumanistic educationSociologyPsychologyEconomic growthPolitical scienceEconomics

Abstract

fetched live from OpenAlex

The objectives of this research were: 1) to study the current status of the development of sustainable humanistic education in higher vocational colleges in Hunan Province, 2) to develop strategies for the sustainable development of humanistic education in higher vocational colleges in Hunan Province, and 3 to evaluate the effectiveness of the suitability and feasibility of the sustainable development strategy of humanistic education in higher vocational colleges in Hunan Province. This study took 3351 people from 6 vocational colleges in Hunan Province as the research subjects. According to the Krejcie and Morgan (1970) sampling table, the sample group is 338 teachers, 132 school administrators, and 196 corporate mentors. The research tools include 1) a questionnaire, 2) in-depth interview, 3) focus group, and 4) evaluation effectiveness. Data analysis uses percentage, mean, standard deviation and content analysis. The research results showed that 1) the current status of development of sustainable humanistic education in higher vocational colleges in Hunan Province is at a medium level, 2) the strategies for the sustainable development of humanistic education in higher vocational colleges in Hunan Province include: (1) improve talent training programs; (2) strengthen the construction of the teaching staff; (3) innovate teaching methods; (4) enrich course content; (5) organize social practice; (6) strengthen school-enterprise cooperation; (7) establish an evaluation system, and 3) the effectiveness of the suitability and feasibility of the sustainable development strategy of humanistic education in higher vocational colleges in Hunan Province are both at a high level.

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 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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.886
Threshold uncertainty score0.561

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
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 head0.023
GPT teacher head0.331
Teacher spread0.308 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

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