Matteo Grassano (2024), Nel turbinio delle parole. Lingua e riflessione linguistica in Alfredo Panzini, Milano, Biblion edizioni (collana “Il debol parere. Itinerari alternativi di storia linguistica italiana”, 4), pp. 290. [ISBN 978-88-33-83374-3]
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
« Il grande interesse del Dizionario moderno di Alfredo Panzini per la storia del lessico e della lessicografia italiana motiva la costante attenzione degli studi per questo fondamentale repertorio di neologismi primonovecentesco, che si è rinnovata a partire dal Convegno che nel 2005 celebrava i cento anni della prima edizione (Adamo-Della Valle, 2006) ed è proseguita in numerosi contributi su svariati aspetti dell’opera (tra cui si segnalano gli studi di Franchi, 2006, 2010, 2012), fino al recente progetto di edizione elettronica progressiva diretto da Maconi (cfr. Maconi, 2023). [...] »
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.006 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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