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Record W4417456943 · doi:10.24877/ijyal.203

Circuit Breaker: Book History Meets YA in the World of Heartstopper

2025· article· en· W4417456943 on OpenAlexfundno aff
Melanie Ramdarshan Bold, David Fuller

Bibliographic record

VenueThe International Journal of Young Adult Literature · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicThemes in Literature Analysis
Canadian institutionsnot available
FundersUniversity of Alberta
KeywordsForegroundingPublishingCriticismRepresentation (politics)ExpansiveHistory of the bookPoliticsFandom

Abstract

fetched live from OpenAlex

This article argues for the integration of book history (BH) into young adult (YA) studies, using Alice Oseman’s Heartstopper as a case study. We position book history as a dynamic set of methodologies attuned to the infrastructures, formats, politics, and practices that shape YA’s creation, production, circulation, and reception in the post-digital era. Heartstopper exemplifies how YA texts function as transmedia objects: beginning as a webcomic on Tapas, moving into crowdfunded print editions, commercial paperbacks, Netflix adaptations, and expansive fandom ecologies. Through this trajectory, Oseman embodies the “social author”, whose labour extends across writing, publishing, marketing, and community stewardship. Readers, meanwhile, participate in recommendation cultures through BookTok, Bookstagram, and fan practices that amplify and redistribute the text across platforms. We conceptualise Heartstopper as a circuit breaker in Robert Darnton’s “communications circuit”, a text whose multi-agent loops of production, reception, and adaptation both disrupt and reconfigure established models of book circulation. In tracing its publication history, material formats, authorial roles, reader reception, and transmedia dynamics, we demonstrate how book history methodologies can enrich YA criticism by attending to infrastructures of power, visibility, and affect. At the same time, YA studies contributes to book history by foregrounding the politics of representation and belonging. We conclude that a BH (Book History) + YA framework enables sharper analysis of how YA texts accrue cultural and commercial value, how reader-fans shape their afterlives, and how exclusions persist within global circuits of publishing and media.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.854
Threshold uncertainty score0.819

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.010
GPT teacher head0.235
Teacher spread0.225 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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