Bibliographic record
Abstract
8C onclusionAt the end of her life, Goldman again gotinvolvedinastruggle between two opposing factions, namely in support of the anarchists against fascismd uring the Spanish Civil War.¹This war was important,a s" [a]narchism had not received such prominencesince Nestor Makhnofounded an anarchist republic in the Ukraine duringt he RussianC ivil War."²Initially, Goldman seemed to worry about the consequences for the anarchists in Spain: "The Spanish situation also does not add to my joy in life.Our people are being exterminated by the thousands, and everybodyw ill be if the Fascists should succeed.The International pack of hounds are doing their share to help the murderous gangi nS pain.Not so the so called Socialist government.I tr efuses to help the workers.The same old treachery."³However,once she goti nvolveda nd was invitedt op articipate in the anarchist effort,h er mood changed: "Ia mc omingf or aR EAL purpose.Our heroic comrades in Barcelona have asked me to go to England to start acampaign of publicity to counteract the misrepresentations in the British and AmericanPress about them and their trulygigantic fight against Fascism."⁴The Confederación Nacional del Trabajo (CNT) and the Federación Anarquista Ibérica (FAI) had asked her to support the anarchist effort in Spain by raising funds in Britain.ForG oldman, this mission was important and brought her back from her melancholic mood that had endured since Berkman had committed suicide: "The call has savedm ylife.It has inspired me as nothing has since the Russian Revolution.It has pulled me out from the awful pall that was hanging over me."⁵Thousands of women and men from all over the world went to Spaintosupport the cause against fascism, and they would all be bitterly disappointed as they failed to win abetterfuture.⁶Goldman would soon lose her wayinthe com- Porter, Vision on Fire.On her post-war work in Canada during her last years,see Theresa Moritz and Albert Moritz, TheW orld'sM ost Dangerous Woman (Vancouver: SubwayB ooks, 2001).
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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 | 0.003 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.252 | 0.091 |
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".