<i>Review Essay</i> Speak of the Devil: Hubert Wolf on Pope Pius XI and the Vatican Archives
Bibliographic record
Abstract
Hubert Wolf's subtle and understated book shows that the writing of good history requires access to good sources. In 2006 Benedict XVI opened to researchers all files in the Vatican Secret Archives relating to the pontificate of Pius XI (February 1922 to February 1939). This is a vast cache: by Wolf's estimate, it includes about 100,000 “archival units, each containing up to a thousand pages” (17). Of course Wolf could not examine all or even much of this enormous collection, but he saw enough to present what he calls a “double perspective” on relations between the Vatican and Germany in the prewar years of National Socialist rule: “the view from Rome and the consultations within the Vatican about German affairs” (18). By sticking close to his sources Wolf uncovers many surprises and reveals that the devil in its modern, totalitarian guise is, as ever, in the details.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".