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Record W4378530948 · doi:10.33470/2836-3140.1014

Character Development and the ‘In-Between’

2023· article· en· W4378530948 on OpenAlexaff
Laxmi Pathak, Wayne Melville

Bibliographic record

VenueCritical Humanities · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Education Studies and Reforms
Canadian institutionsLakehead University
Fundersnot available
KeywordsCharacter (mathematics)Character developmentNegotiationContext (archaeology)Space (punctuation)SociologyAestheticsEpistemologyLinguisticsSocial scienceHistoryPhilosophy

Abstract

fetched live from OpenAlex

A plethora of discussions have been made on character development since Aristotle’s musings on Eudaimonia. These musings have led to multiple perspectives on character development; however, they rarely touch on the area of the ‘in-between,’ a space of tensionality (Aoki 1996) for character development within multi-cultural settings. This article explores the concept of character development, discusses the importance of the language of virtues, critiques the notion of the ‘in-between,’ in connection with home- and host- cultures, and concludes with the implications of the ‘in-between’ within the context of character development in multi-cultural settings. The intent is to explore the ‘in-between’ as a space for negotiations that provide opportunities for character 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 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)0.008
metaresearch head score (Gemma)0.008
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: none
Teacher disagreement score0.011
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0110.070
Scholarly communication0.0090.012
Open science0.0010.012
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0050.001

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 head0.127
GPT teacher head0.371
Teacher spread0.244 · 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

Citations2
Published2023
Admission routes1
Has abstractyes

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