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Record W7092356069 · doi:10.1177/1354067x251389916

The Nectar of Conscious and Unconscious Interpersonal Complexity Cross-Pollinating in Western and Non-Western Counseling Contexts

2025· article· en· W7092356069 on OpenAlexaff

Bibliographic record

VenueCulture & Psychology · 2025
Typearticle
Languageen
FieldPsychology
TopicAging and Gerontology Research
Canadian institutionsSaint Paul University
Fundersnot available
KeywordsUnconscious mindInterpersonal communicationElement (criminal law)Interpersonal relationshipDimension (graph theory)Nectar

Abstract

fetched live from OpenAlex

As our world becomes more multicultural, there is opportunity to grow wisdom and distribute it in many cross-cultural forms. One element of wisdom that benefits and is benefitted from intercultural cross-pollination is interpersonal complexity. This nectar of wisely acknowledging complexity in interpersonal dynamics has both conscious and unconscious dimensions. Tending to this plants seeds of cross cultural applications for interpersonal well-being to bloom across the world. This blossoming of wisdom can be harnessed and expressed in various Western and non-Western contexts for well-being. This article will explore the interpersonal complexity dimension of wisdom, its conscious and unconscious forms, and how these principles apply to Western and non-Western therapeutic 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 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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.861

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.033
GPT teacher head0.434
Teacher spread0.401 · 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 designObservational
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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