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Record W4412514065 · doi:10.1386/fspc_00346_1

Unmasking the Pandemic: From Personal Protection to Personal Expression: An exhibition at the Royal Ontario Museum

2025· article· en· W4412514065 on OpenAlexaffabout
Fahmida Suleman

Bibliographic record

VenueFashion Style & Popular Culture · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGeographies of human-animal interactions
Canadian institutionsRoyal Ontario Museum
Fundersnot available
KeywordsExhibitionPandemicPersonal protective equipmentExpression (computer science)Coronavirus disease 2019 (COVID-19)Visual artsArtMedia studiesMedicineSociologyComputer sciencePathology

Abstract

fetched live from OpenAlex

During the 2020 pandemic lockdown, three curators at the Royal Ontario Museum (ROM) began documenting and collecting non-medical face masks from around the world. Working virtually from their homes in Toronto, Canada, they assembled over 300 masks from across 23 countries, recording stories of making, makers and cultural meaning. Their rapid response collection culminated in a year-long free exhibition, Unmasking the Pandemic: From Personal Protection to Personal Expression (September 2021–September 2022), which presented over one hundred original masks, many handmade, grouped under four themes: ‘Poetry and Protest’; ‘Heroes and Warriors’; ‘Survival and Strength’ and ‘Artistry and Innovation’. This article presents highlights of the exhibition, drawing attention to the exquisite artistry, innovative designs and powerful messaging behind the masks which reflected their makers’ stories of resilience, cultural identity and collective humanity in the face of a global crisis.

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)0.002
metaresearch head score (Gemma)0.002
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: Other · Consensus signal: none
Teacher disagreement score0.811
Threshold uncertainty score0.375

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0190.010
Scholarly communication0.0050.002
Open science0.0010.007
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0100.001

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 head0.035
GPT teacher head0.308
Teacher spread0.273 · 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
GenreOther

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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