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Record W4410786190 · doi:10.1017/apj.2025.4

Relational Creativity in the Aftermath of 3.11: The “Lost Homes” Scale Model Restoration Project

2025· article· en· W4410786190 on OpenAlexafffund
Fuyubi Nakamura

Bibliographic record

VenueJapan focus · 2025
Typearticle
Languageen
FieldPsychology
TopicIdentity, Memory, and Therapy
Canadian institutionsUniversity of British ColumbiaRoyal British Columbia Museum
FundersSocial Sciences and Humanities Research Council of CanadaUniversity of British ColumbiaUniversity of CambridgeYork University
KeywordsCreativityScale (ratio)PsychologyHistoryGeographySocial psychologyCartography

Abstract

fetched live from OpenAlex

Abstract Events such the Great East Japan Earthquake or 3.11 force us to rethink our ways of life in relation to nature. Even in the midst of disasters, people have the desire to create and to express themselves—as does nature. How can we understand relational creativity in the aftermath of such disasters, and how might creative works assist recovery processes? This article focusses on the “Lost Homes” Scale Model Restoration Project. The project, initiated and led by architect Osamu Tsukihashi of Kobe University and his students, is a collaborative community project with residents in the disaster region as well as with students and professors of architecture across Japan.

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)0.006
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.006
Scholarly communication0.0040.002
Open science0.0020.007
Research integrity0.0010.003
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 head0.041
GPT teacher head0.334
Teacher spread0.293 · 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 routes2
Has abstractyes

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