Bibliographic record
Abstract
Known as Il Duce (the Leader), the son of a Marxist blacksmith, Benito Mussolini was the ruler of Fascist Italy (1922–43). A master of populist rhetoric, editor of the socialist newspaper Avanti! (1912–1914), Mussolini shaped the fascist movement as a party leader before rising to state power with his October 1922 March on Rome. He invaded Ethiopia in a brutal war for a new Italian Empire (1935–36), aided Franco’s Nationalists in the Spanish Civil War (1936–39), and fought on the side of Nazi Germany in the Second World War (1940–45). His fascist ideology made use of ideas offered by Italy’s ‘philosopher of fascism’, Giovanni Gentile (1875–1944), and manifestos written by the founder of Futurism, poet Filippo Tommaso Marinetti (1876–1944). Mussolini’s personality cult influenced dictators such as Adolf Hitler and Francisco Franco, and at times earned the admiration of Winston Churchill (Samuel) and Franklin Roosevelt (Schivelbusch, 2006, 31). On April 29, 1945, Mussolini was captured and executed, his body gruesomely displayed (‘Execution of Mussolini’). His legacy has spawned fascist movements throughout the world, from Oswald Mosley’s (1896–1980) English Blackshirts to Pierre Gemayel’s (1905–1984) Christian Phalange in Lebanon.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.051 | 0.012 |
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".