Bibliographic record
Abstract
In the general climate of revival of Roman \nlaw, since the twelfth century, in some \nItalian cities grew and flourished the notarial \ninstitute. It began to carry out its basic \nfunctions in the field of legal transactions \nbetween independent and public \nadministrations. The importance of the role \nof notary as acts producer with publica \nfidesfavored early the spread of these legal \nprofessionals in all Italian settlement \ncontexts, including in Iglesias during the last \nquarter of the thirteenth century. Iglesias was \na small village; it had just conquered city \nstatus and planted the first steady notary \nworkshops. They were the forerunners of a \ncategory of professionals and drove all over \nthe unfolding history of the city until today, \nacting as witnesses of almost eight hundred \nyears of history of which, on their books \nhold memory.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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".