MétaCan
Menu
Back to cohort
Record W4414431785 · doi:10.54359/tzxtjz79

Сравнение этических кодексов в практике психологического консультирования и психотерапии

2025· article· en· W4414431785 on OpenAlexaboutno aff
Вань Хаодун

Bibliographic record

VenueПсихологические исследования · 2025
Typearticle
Languageen
FieldPsychology
TopicCounseling Practices and Supervision
Canadian institutionsnot available
Fundersnot available
KeywordsEthical codeNoveltyIdentification (biology)Ethical issuesQuality (philosophy)Professional ethicsResearch ethicsSocial responsibility

Abstract

fetched live from OpenAlex

This article presents a comparative analysis of ethical codes governing psychological counseling and psychotherapy across various countries and regions, including the United States, Canada, Europe, Russia, the United Kingdom, Singapore, and China. The scientific issue addressed is the identification of similarities and differences in ethical approaches shaped by the cultural and social contexts of each country. The novelty of the study lies in the comprehensive comparison and identification of global trends in the development of ethical standards at the international level. The aim of the article is to summarize the main provisions of professional ethics codes and discuss their current state of development. The research method involves a comparative analysis of official documents issued by national and regional psychological associations. The procedure involved examining and systematizing the core principles and specific provisions contained in the codes. The findings indicate that, despite the existence of shared ethical principles – such as respect, responsibility, and integrity – national codes vary considerably in their specific content and areas of emphasis. For example, the ethical code in the United States focuses on professional responsibility and avoiding harm, whereas the Singaporean code adopts a more advisory and guidance-oriented tone. In conclusion, the author highlights the importance of a nuanced understanding of ethical standards for psychologists and stresses the need to develop more universal frameworks that can facilitate international cooperation and enhance the quality of psychological practice. The article also underscores the importance of ongoing research to ensure that ethical codes remain responsive to evolving cultural and technological contexts.

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)0.004
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesResearch integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.999
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.002
Science and technology studies0.0020.004
Scholarly communication0.0050.002
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0160.005

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 head0.025
GPT teacher head0.383
Teacher spread0.358 · 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.

Study designNot applicable
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

Explore more

Same venueПсихологические исследованияSame topicCounseling Practices and SupervisionFrench-language works237,207