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Record W4291155953 · doi:10.1002/psp.2603

‘Strange eyes’: Immigrant perceptions of racism during the COVID‐19 pandemic

2022· article· en· W4291155953 on OpenAlexafffundabout
K. Bruce Newbold, Kaylah Vrabic, Sarah Wayland, Olive Wahoush, Yudara Weerakoon

Bibliographic record

VenuePopulation Space and Place · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicRacial and Ethnic Identity Research
Canadian institutionsThe Mayer InstituteMcMaster University
FundersMcMaster University
KeywordsRacismPandemicCoronavirus disease 2019 (COVID-19)ImmigrationSociologyPerception2019-20 coronavirus outbreakGender studiesPsychometrics of racismCriminologyPolitical sciencePsychologyMedicineLaw

Abstract

fetched live from OpenAlex

Abstract As the COVID‐19 pandemic emerged, instances of anti‐immigrant racism and more specifically anti‐Asian racism appeared to increase across Canada. Recognising the need to further explore and document racism and its link with the COVID‐19 pandemic, this paper explores the impact of COVID‐19 on the experiences of racism and discrimination. Using neoracism as a theoretical framework, the research is set in the city of Hamilton, Ontario, a city that has struggled with high levels of racism and discrimination in recent years. The paper draws upon both an online survey as well as interviews that explored the lived experiences of racialized individuals within the city and their experiences with racism as the pandemic progressed. Results note that individuals felt that racism and discrimination increased during the pandemic and was experienced in housing, the labour force and other public situations.

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 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 categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.047
Threshold uncertainty score1.000

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 studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.056
GPT teacher head0.379
Teacher spread0.323 · 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 teacher head, not a consensus.

Study designObservational
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

Citations5
Published2022
Admission routes3
Has abstractyes

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