Daniela Pietrini (2021) La lingua infetta. L’italiano della pandemia, Roma, Treccani, 238 p. [978-88-12-00890-2]
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 volume La lingua infetta. L’italiano della pandemia, di Daniela Pietrini, professoressa ordinaria \ndi Linguistica italiana e francese presso l’Università Martin-Luther di Halle-Wittenberg, parte da una \nserie di articoli usciti nel 2020 sul sito Treccani nella sezione Lingua italiana, raccolti sotto il titolo \nParole nel turbine. Pur mantenendo in generale la loro struttura originaria, gli articoli hanno subito \nqualche variazione e riadattamento prima della pubblicazione in volume; cambia anche l’ordine: la \ncronologia degli articoli, ognuno dei quali costituisce un capitolo del libro, non corrisponde infatti \nall’ordine fisico dei capitoli. ..."
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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