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Record W7104737182 · doi:10.1017/pub.2025.10068

Digital Postscholarly Criticism: Understanding the Global Public Transformation of Literary Humanities through the Video Essay Genre (and Beyond)

2025· article· en· W7104737182 on OpenAlexaff

Bibliographic record

VenuePublic humanities. · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicDigital Humanities and Scholarship
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsDigital humanitiesScholarshipLiterary criticismPopularityPublicityCriticismAmateurPopular cultureSalient

Abstract

fetched live from OpenAlex

Abstract The recent proliferation of the digital video essay as a public, personalized, and creative genre on YouTube testifies to the immense popularity of essayistic practices across the globe today. Some of today’s digital video essays from this platform engage in what I call “postscholarly” criticism, which combines the nonprofessional explorations of literary humanities scholarship with personal, social, and public commentary. My essay broadly argues that, by situating academic scholarship in the global digital public domain, today’s author-critics produce self-appointed sites of popular humanities work. To examine the tension between disciplinarity and publicity of postscholarly video essays, I theorize the influences of the academic humanities on today’s author-critics, along with exploring the amateur and public origins of the video essay production. By drawing on relevant examples, I aim to show the salient traits of postscholarly criticism from YouTube, with a focus on its global transmission. Finally, I raise the question of (post-)professionalism within literary public humanities to promote its distinction from today’s popular public practices of criticism. Overall, my essay invites scholars of the public humanities to study the new digital era of postscholarly criticism as a popular phenomenon with significant implications for the literary discipline and beyond.

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 categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.931
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 studies0.0030.003
Scholarly communication0.0160.011
Open science0.0010.000
Research integrity0.0000.001
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 head0.075
GPT teacher head0.254
Teacher spread0.179 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
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 routes1
Has abstractyes

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