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Record W4408706350 · doi:10.5539/hes.v15n2p174

Development of Strategies for Optimizing the Rule of Law Education System of Higher Vocational College Students in Guangdong

2025· article· en· W4408706350 on OpenAlexvenueno aff
Xiaoting Luo, Narongwat Mingmit, Pawich Phon-ngam, Thanida Sutcharittham

Bibliographic record

VenueHigher Education Studies · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicEducational Reforms and Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsVocational educationHigher educationMathematics educationRule of lawPsychologyPolitical sciencePedagogyLaw

Abstract

fetched live from OpenAlex

The purpose of this study is to understand the current situation of the legal education system for college students in vocational colleges in Guangdong Province, and to propose feasible optimization measures to achieve this goal, the study integrated quantitative and qualitative methodologies for a comprehensive analysis. The quantitative phase is selected through random sampling, ensuring that the students involved are transgender, grade, and professional. The qualitative phase consists of semi-structured interviews in which the interviewer provides professional opinions. Quantitative use analyzes data using methods such as Likert scales, descriptive statistics, etc. The results of this study emphasize the importance of optimizing the rule of law education system for college students in Guangdong. Analyzed by SWOT and SPET, Among the internal factors, college students’ ability to practice the rule of law is not strong; College students cannot use the rule of law knowledge learned in class to solve life problems; The content of the rule of law course is relatively esoteric and difficult to understand, etc. Among external factors, national policies; negative social impacts; society's expectations for college students, etc., These factors pose great challenges to the rule of law education system. Therefore, 6 main strategies to optimize the rule of law education system. This study is helpful to understand the current situation of the rule of law education system for college students in Guangdong , and puts forward feasible measures for optimizing the rule of law education system. This study emphasizes the importance of the effectiveness of rule of law education, and the importance of improving the legal literacy of college students and promoting a harmonious and stable social order. This is consistent with the goal of pursuing fairness and justice for global sustainable development.

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 score0.958
Threshold uncertainty score0.286

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.041
GPT teacher head0.371
Teacher spread0.330 · 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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