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Record W4406625424 · doi:10.29173/cons29534

Indispensable Insights

2025· article· en· W4406625424 on OpenAlexvenueno aff
Georgia Pinnell

Bibliographic record

VenueConstellations · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicMedieval History and Crusades
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceEngineering ethicsEngineering

Abstract

fetched live from OpenAlex

This historiographical essay explores how scholars have analyzed depictions of the Crusades in literature. Specifically, it compares how three books, Geraldine Heng’s Empire of Magic: Medieval Romance and the Politics of Cultural Fantasy, Lee Manion’s Narrating the Crusades: Loss and Recovery in Medieval and Early Modern English Literature, and Marisa Galvez’s The Subject of Crusade: Lyric, Romance, and Materials, 1150 to 1500, examine the significance of Crusade discourse’s prevalence in literature, including in a medieval Arthurian romance, a fictional account of Richard the Lionheart’s crusading experiences, and even a Shakespearean play. Examining the Crusades through literature alone is an insufficient way to reach historical conclusions. However, by analyzing fictional Crusade narratives within their historical contexts, each book, this paper argues, unveils invaluable insights into medieval society’s perception of the disturbing ethical and cultural issues that surrounded the Crusades, such as crusader cannibalism, and how contemporaries tried to mitigate these concerns by writing reimagined histories.

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)0.003
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.156
Threshold uncertainty score0.523

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0050.005
Scholarly communication0.0120.008
Open science0.0020.007
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.1560.056

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 head0.024
GPT teacher head0.231
Teacher spread0.207 · 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.

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