MétaCan
Menu
Back to cohort
Record W3082497783 · doi:10.31273/eirj.v7i3.644

Playful Presenting

2020· article· en· W3082497783 on OpenAlexfundno aff
Amy Hondsmerk

Bibliographic record

VenueExchanges The Interdisciplinary Research Journal · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Games and Media
Canadian institutionsnot available
FundersArts and Humanities Research CouncilTrent UniversityNottingham Trent University
KeywordsContext (archaeology)Theme (computing)SociologyConvergence (economics)Engineering ethicsWork (physics)Selection (genetic algorithm)Media studiesPublic relationsPolitical scienceHistoryComputer scienceEngineeringWorld Wide Web

Abstract

fetched live from OpenAlex

The Present and Future of History and Games symposium took place at the University of Warwick on the 28th February 2020. This article provides some critical reflections on the symposium and its open theme of the study of history and games, which invited papers from a broad selection of scholars and professionals working in an interdisciplinary fashion at the intersection of these two fields. Papers brought into focus questions around particularly important or difficult topics encountered at this meeting of sectors, such as authenticity, accuracy, ownership, context, barriers, ethics and audience/player perceptions. The symposium explored how current research across various disciplines is intertwined and connected with other projects and subsequently encouraged speakers and attendees alike to consider how their work might develop and shape the future of study at the convergence of history, heritage, and gaming.

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)0.001
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.703
Threshold uncertainty score0.424

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0080.004
Open science0.0020.008
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.7030.400

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 head0.193
GPT teacher head0.466
Teacher spread0.272 · 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.

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

Citations2
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueExchanges The Interdisciplinary Research JournalSame topicDigital Games and MediaFrench-language works237,207