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Record W2900107538 · doi:10.1111/hic3.12506

Plagues, climate change, and the end of an empire. <scp>A</scp> response to <scp> Kyle Harper's <i>The Fate of Rome</i> (2) </scp> : <scp>P</scp> lagues and a crisis of empire

2018· article· en· W2900107538 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueHistory Compass · 2018
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicYersinia bacterium, plague, ectoparasites research
Canadian institutionsTrent University
Fundersnot available
KeywordsPlague (disease)HistoryNarrativeOutbreakRoman EmpireTheme (computing)EmpirePsychologyAncient historyClassicsArtMedicineLiteratureComputer scienceVirology

Abstract

fetched live from OpenAlex

Abstract This is the second of a three‐section review of Kyle Harper's The Fate of Rome in which we examine in detail Harper's treatment of two allegedly widespread and mortal Roman outbreaks of disease. In the case of the second‐century Antonine plague, we demonstrate that Harper overlooked a major controversy and instead portrayed an oversimplified narrative of a catastrophic event. In the case of the third‐century Cyprianic plague, we call attention to several glaring methodological issues in Harper's treatment of the episode, point out the absence of corresponding evidence in the papyri, and cast doubt on the linkage previously drawn between the plague and archaeology.

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.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.522
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.027
GPT teacher head0.274
Teacher spread0.248 · 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