Plagues, climate change, and the end of an empire: A response to Kyle Harper's <i>The Fate of Rome</i> (3): Disease, agency, and collapse
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.
Bibliographic record
Abstract
Abstract This is the last of a three‐part review of Kyle Harper's The Fate of Rome . Here, we scrutinize Harper's treatment of the Justinianic Plague, demonstrating how he crafts a convincing narrative based on rhetorical flourishes but little evidence. We call further attention to several internal contradictions within the chapter and misinterpretations of evidence. We conclude this series of articles with a reflection on Harper's deterministic approach to environmental history. While the environment appears everywhere, agency (people: society and culture) is mostly absent. We finish by emphasizing the need to develop more nuanced causal explanations for complex historical processes and suggest that future attempts to bring together such wide‐ranging material be done within interdisciplinary research teams.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it