A historiographical reading of the pontificate of Benedict XV (1914-1922) following the opening of the Vatican Archives
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
In the quarter century following Spoleto, no substantial developments had been \nmade until the documentation relative to Benedict XV at the Vatican Archives \nwas made available in 1985. Following the enthusiasm that normally accompanies \nsuch openings, it remains to be ascertained what use historians have truly made of \nthe now available material. As will be shown the historiographical analysis is now \ncharacterized not by the quantity, but rather by the quality of the studies produced. \nThere is a clear continuity with the themes that have already captured the attention \nof historians in this field. Interest continues to be determined by the nationalistic \nconcerns, especially as regards the diplomatic relationship between the Holy See \nand the states during the war, and with the newly formed states that now arise from \nits ashes. Given their specific nature, most studies are published as part of collective \nworks.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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