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Record W4253509981 · doi:10.1521/jsyt.2021.40.1.61

Rethinking Narrative Therapy: An Examination of Bilingualism and Magical Realism

2021· article· en· W4253509981 on OpenAlexvenueno aff
Marcela Polanco

Bibliographic record

VenueJournal of Systemic Therapies · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicLiterature, Magical Realism, García Márquez
Canadian institutionsnot available
Fundersnot available
KeywordsNarrativeMagic realismNeuroscience of multilingualismRealismNarrative therapyAestheticsPsychologyRendering (computer graphics)Power (physics)SociologyLiteraturePsychoanalysisSocial psychologyArtComputer science

Abstract

fetched live from OpenAlex

Narrative therapy is often misunderstood as offering a counter story to the dominant story and, in the process, rendering a new single account that eliminates the dominant story as an influence in the client's life. Using bilingualism and the literary genre of magical realism as analogies to rethink this practice, the author argues for the importance of holding both stories simultaneously, preserving the relationship between them. Bilingual speakers are able to co-cogitate in two worlds of thought simultaneously, and magical realism authors demonstrate how to expose power differentials by inverting inequalities and undermining authorities. Such skills can be used by narrative therapists to reexamine their work and open new possibilities for clients. The article includes two illustrative therapeutic conversations.

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)0.005
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.017
Threshold uncertainty score0.078

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0130.035
Scholarly communication0.0080.006
Open science0.0010.008
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0040.000

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 head0.046
GPT teacher head0.271
Teacher spread0.224 · 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 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

Citations1
Published2021
Admission routes1
Has abstractyes

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