MétaCan
Menu
Back to cohort
Record W3152959543 · doi:10.26522/tg.v6i1.2655

Death by Honey and Bees

2021· article· en· W3152959543 on OpenAlexaffvenue
Sarah Cavanagh

Bibliographic record

Venuethe general brock university Undergraduate journal of history · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMiddle East and Rwanda Conflicts
Canadian institutionsBrock University
Fundersnot available
KeywordsHoney BeesZoologyBiologyEcology

Abstract

fetched live from OpenAlex

Intense political and religious divisions plagued mid-seventeenth-century English society following the execution of King Charles I and the English civil war conflicts. Against this backdrop, a fringe, troublesome Puritan preacher named Samuel Clarke published a history of Protestant martyrs, A Generall Marytrologie (1651), modeled after John Foxe’s popular Book of Martyrs (1563). Clarke’s less famous but more sensational version offered a zealous, often embellished, graphic account of religious persecution designed to incite anti-Catholic and anti-Irish sentiment. Significantly, his rousing text was supported by eighty crude and provocative engraved images depicting grotesque scenes of abuse and brutal sexual violence repeatedly positioning women and children as victims of “Papist” torture. To modern viewers, the inflammatory visuals are startling and disturbing, but they were enabled by several factors including a censored publishing industry in lockstep with Protestant ideology; a largely illiterate population swayed by traditions of narrative storytelling and visual messaging; and a fractious political environment in which leading figures actively positioned the Irish and Catholics as a menace to English society.

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)0.002
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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.016
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.005
Scholarly communication0.0030.002
Open science0.0000.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0160.005

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 head0.023
GPT teacher head0.226
Teacher spread0.203 · 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
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
Published2021
Admission routes2
Has abstractyes

Explore more

Same venuethe general brock university Undergraduate journal of historySame topicMiddle East and Rwanda ConflictsFrench-language works237,207