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
Borden Painter reviews the book 'Storia della santita nel cristianesimo occidentale', edited by Anna Benvenuti et al., Rome: Viella, 2005. Joseph P. Cosco reviews the book 'Rome in America: transnational Catholic ideology from the Risorgimento to Fascism', by Peter R. D'Agostino, Chapel Hill, North Carolina: University of North Carolina Press, 2004. Roberto M. Dainotto reviews the book 'Between salt water and holy water: a history of southern Italy', by Tommaso Astarita, New York: Norton, 2005. Richard Drake reviews the book 'Napoli 1799 fra storia e storiografia: atti del Convegno Internazionale Napoli, 21-24 Gennaio 1999', edited by Anna Maria Rao, Naples: Vivarium, 2002. Axel Koerner reviews the book 'Scene di fine ottocento: l'Italia fin de siecle a teatro', edited by Carlotta Sorba, Rome: Carocci Editore, 2004. Matteo Pratelli reviews the book 'Piccola storia della Grande Guerra', by Angelo Ventrone, Rome: Donzelli, 2005. H. James Burgwyn reviews the book 'L'Italia e l'Europa orientale: diplomazia culturale e propaganda 1918-1943', by Stefano Santoro, Milan: Franco Angeli, 2005. Steven F. White reviews the book 'Luigi sturzo e la democrazia nella prospettiva del terzo millennio: atti del Seminario Internazionale, Erice, 7-11 Ottobre 2000', edited by Eugenio Guccione, Florence: Leo S. Olschki Editore, 2004. Marta Petrusewicz reviews the book 'Banchieri-imprenditori nel mezzogiorno: la Banca di Calabria (1910-39)', by Maria Gabriella Rienzo, Rome: Donzelli Editore, 2004. Rachel Eden Black reviews the book 'Gli italiani negli Stati Uniti del XX secolo', by Anna Ferro and Matteo Pretelli, Rome: Centro Studi Emigrazione Roma, 2005. Maura Hametz reviews the book 'Jews in Italy under Fascist and Nazi rule', edited by Joshua D. Zimmerman, Cambridge: Cambridge University Press, 2005. Cathie Carmichael reviews the book 'A tragedy revealed: the story of Italians from Istria, Dalmatia and Venezia Giulia 1943-56', by Arrigo Petacco (translated by Konrad Eisenbichler), Toronto: Toronto University Press, 2005. Luigi Fontanella reviews the book 'Parole e sangue', by Arturo Giovannitti, Isernia: Iannone Editore, 2005.
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 | 0.001 | 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 | 0.000 |
| 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