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Record W2334960707 · doi:10.1177/1750698011398170

A shock to thought: Curatorial judgment and the public exhibition of ‘difficult knowledge’

2011· article· en· W2334960707 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueMemory Studies · 2011
Typearticle
Languageen
FieldPsychology
TopicMemory, Trauma, and Commemoration
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsExhibitionPatriotismSociologyAggressionAestheticsHistoryPsychologyLawPolitical scienceSocial psychologyArtPolitics

Abstract

fetched live from OpenAlex

Many institutions of social memory have moved away from a singular emphasis on affirming presentations of patriotism, triumph and great deeds toward an appreciation of the potential for aggression inherent in human relationships. The result has been a proliferation of practices of remembrance related to violence, loss and death, topics often characterized as ‘difficult knowledge’. This is amply illustrated within contemporary museum practices. Exhibitions commonly understood as offering ‘difficult knowledge’ have concerned not only histories of violent conflict and traumatic loss, but the aftermath of such. Despite this commonplace understanding, it remains important to consider what it is about such exhibitions that render them ‘difficult’ and what might be achieved by making these painful histories public. These questions are explored through a series of comparative studies of varying museum exhibitions that, while drawing from the same archive of images and documents, have presented them in different ways.

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.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.122
Threshold uncertainty score0.434

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.113
GPT teacher head0.340
Teacher spread0.227 · 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