Daniela Pietrini (2021) La lingua infetta. L’italiano della pandemia, Roma, Treccani, 238 p. [978-88-12-00890-2]
Bibliographic record
Abstract
"Il volume La lingua infetta. L’italiano della pandemia, di Daniela Pietrini, professoressa ordinaria di Linguistica italiana e francese presso l’Università Martin-Luther di Halle-Wittenberg, parte da una serie di articoli usciti nel 2020 sul sito Treccani nella sezione Lingua italiana, raccolti sotto il titolo Parole nel turbine. Pur mantenendo in generale la loro struttura originaria, gli articoli hanno subito qualche variazione e riadattamento prima della pubblicazione in volume; cambia anche l’ordine: la cronologia degli articoli, ognuno dei quali costituisce un capitolo del libro, non corrisponde infatti all’ordine fisico dei capitoli. ..."
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.075 | 0.055 |
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".