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Record W4416407116 · doi:10.5539/jel.v15n2p56

Professional Ethics of Students in Secondary Vocational School

2025· article· W4416407116 on OpenAlexvenueno aff
Sujanya Sombatteera, Xinfa Yuan, Nichcha Ritkhajorn, Pradit Songsangyos

Bibliographic record

VenueJournal of Education and Learning · 2025
Typearticle
Language
FieldDecision Sciences
TopicEthics in Business and Education
Canadian institutionsnot available
Fundersnot available
KeywordsVocational educationProfessional ethicsAffect (linguistics)NeglectConsciousnessProfessional development

Abstract

fetched live from OpenAlex

In the education system, Chinese students are required to acquire professional ethics education criteria. However, it was found that graduates mainly fail in professional ethics education. This study aimed first to examine the current state of vocational ethics, second to investigate the problems in vocational ethics among students, and third to provide guidelines for enhancing vocational ethics among students at the secondary vocational school of Dazhou Vocational Senior High School. The samples are 186 teachers and 382 students. Questionnaires and interviews are used to collect data. Frequency, percentage and content analysis are conducted. The findings are as follows: First, family members lack a solid understanding of educational concepts, and second, the school’s moral education institutions are not entirely effective. The teacher’s professional moral education methods are insufficient for innovation; the timeliness is not stable and incompetent; third, in a working enterprise environment, students fail to meet its requirements. In addition, irrational teaching and learning are disconnected between the students and teachers. Students often neglect vocational morals, and the cultivation of vocational morals is low. Moreover, the guidelines for enhancing vocational ethics were declined due to the rapid development in China, but students’ public moral consciousness is slow to develop. Those factors affect the students’ correct views.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.002
Scholarly communication0.0030.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.113
GPT teacher head0.513
Teacher spread0.400 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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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