Bibliographic record
Abstract
silenzi, le frasi non dette, i sentimenti celati e lo scorrere inesorabile del tempo, ma intende, fuor di metafora, enfatizzare il momento che segue il giorno, ci che rimane della giornata che volge al termine e vede il sole scomparire all'orizzonte.Vuole indicare quindi, in altre parole, la notte.La notte un elemento fondamentale della vita umana e animale sulla terra.Tra le parti della giornata, la notte, con la sua oscurit, l'alone di mistero, il silenzio e la luce della luna e delle stelle, ha certamente costituito un elemento di fascino e di ispirazione per narratori, poeti, artisti, cantautori.Si deciso di fotografare, in questo numero tematico, l'importanza della notte, come elemento letterario, a partire da quel preciso momento storico, il Settecento, che vede l'oscurit naturale sconfitta dalla luce artificiale dei lampioni e delle lampade,
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How this classification was reachedexpand
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.042 | 0.193 |
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; both teacher heads agree on what is shown here.
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".