Bibliographic record
Abstract
editor : It is well that you have instanced Italy. Mazzini was a great and good man; Garibaldi was a great warrior. Both are adorable; from their lives we can learn much. But the condition of Italy was different from that of India. In the first instance, the difference between Mazzini and Garibaldi is worth noting. Mazzini's ambition was not, and has not yet been, realised regarding Italy. Mazzini has shown in his writings on the duty of man that every man must learn how to rule himself. This has not happened in Italy. Garibaldi did not hold this view of Mazzini's. Garibaldi gave, and every Italian took, arms. Italy and Austria had the same civilisation; they were cousins in this respect. It was a matter of tit for tat. Garibaldi simply wanted Italy to be free from the Austrian yoke. The machinations of Minister Cavour disgrace that portion of the history of Italy. And what has been the result? If you believe that, because Italians rule Italy, the Italian nation is happy, you are groping in darkness. Mazzini has shown conclusively that Italy did not become free. Victor Emanuel gave one meaning to the expression; Mazzini gave another. According to Emanuel, Cavour, and even Garibaldi, Italy meant the King of Italy and his henchmen. According to Mazzini, it meant the whole of the Italian people, that is, its agriculturists. Emanuel was only its servant. The Italy of Mazzini still remains in a state of slavery.
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.
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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.011 | 0.012 |
| Insufficient payload (model declined to judge) | 0.058 | 0.023 |
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".