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Record W3213825329 · doi:10.21810/strm.v13i1.321

Introduction to the Simon Fraser – University of Calgary Special Issue

2021· article· en· W3213825329 on OpenAlex
Dana Cramer, Ben Scholl

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.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueStream Interdisciplinary Journal of Communication · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicDisaster Management and Resilience
Canadian institutionsSimon Fraser UniversityToronto Metropolitan University
Fundersnot available
KeywordsAnthropoceneCorporatizationPrecarityMisinformationLoomingDisciplineSociologyPolitical scienceEnvironmental ethicsSocial scienceLawPsychology

Abstract

fetched live from OpenAlex

With this year’s graduate student conferences hosted separately at the University of Calgary and Simon Fraser University, our goal was to encourage discussion and debate around the topic of crisis. The COVID-19 pandemic has been at the forefront of public attention; even forcing our respective conferences into the disembodied safety of virtual space. However, it is important to remember that COVID-19 is not the only crisis faced in recent years; the overdose crisis, crisis of the corporatization of universities, economic crisis, crisis of truth and misinformation, and the looming environmental threat of the Anthropocene, have been with us and will continue to be grappled with into the foreseeable future.
 Crises echo through the past to the present, such as those experienced by our Indigenous communities. They re-emerge, still to be grappled with and struggled against. As individuals and researchers, we may assume any number of these crises are out of scope or outside our area of expertise. We often fail to consider them. However, crises defy temporality and spatiality as easily as disciplinary borders; both squeezing and stretching, accelerating, and suspending notions of the like. The contributors of this special issue consider an array of crises as they collide with diverse fields and disciplines, encouraging us to reflect on how they intersect our own. Ultimately, we aspire to trouble the notion of crises themselves. Questioning our understanding and reapplying it where we had not previously considered. In these general ‘times of crisis,’ what counts as such? How is it communicated and miscommunicated? What are the effects on resilience, recovery, and possibility? Where can we seize opportunity following a crisis?
 The Chinese symbol for crisis is composed of two parts: opportunity and danger. Where the Simon Fraser University conference focused on resilience in a crisis, the University of Calgary conference expanded on potentials of opportunity. As invited editors to this special edition, we viewed contributors, not as tackling separate entities of the term ‘crisis,’ but instead, as a framework to building back stronger, seizing an opportunity, and practicing resiliency as we maneuver through this danger to a better future. As Zhang and Li (2018) have argued, it is in a co-creation of both sustainable and resilient development which can lead to assurances of overcoming and withholding a community’s vulnerabilities, or their potential crises. This development may use standards setting as an opportunity to ensure resiliency (Thompson, 1954), encouraging democratic participation for an equal seat at the table, and taking the lessons learned during a crisis to apply to a better future (Brundtland, 1987).
 In the field of communication, we are oftentimes stretched to an incohesive front based on the competing discourses of the canons of our field (Carey, 1997, 2009; Peters, 1999). The study of communications then is not a discipline, but a field of fields, perhaps a crisis of definition in our own knowledge community. In these competing views we see the beauty of this interdisciplinary and transdisciplinary research, as reflected in how graduate students across Canada thrive in their specializations. Emerging as a new group of scholars who, as the world was faced by crises all around, produced these articles in the pages which follow for this special edition; we as the invited editors see the ways in which graduate students practice resiliency in their work, seizing opportunities, and overcoming the crises which surround.
 危机
 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.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.508
Threshold uncertainty score0.920

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 science0.0010.001
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 head0.011
GPT teacher head0.293
Teacher spread0.282 · 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