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
By extending the chronological parameters of existing scholarship, and by focusing on legal experts' overriding and enduring concern with 'dangerous' forms of common crime, this study offers a major reinterpretation of criminal-law reform and legal culture in Italy from the Liberal (1861–1922) to the Fascist era (1922–43). Garfinkel argues that scholars have long overstated the influence of positivist criminology on Italian legal culture and that the kingdom's penal-reform movement was driven not by the radical criminological theories of Cesare Lombroso, but instead by a growing body of statistics and legal researches that related rising rates of crime to the instability of the Italian state. Drawing on a vast array of archival, legal and official sources, the author explains the sustained and wide-ranging interest in penal-law reform that defined this era in Italian legal history while analyzing the philosophical underpinnings of that reform and its relationship to contemporary penal-reform movements abroad.
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 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 | 0.000 | 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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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