Bella Abzug: “Women and the Fate of the Earth”
Bibliographic record
Abstract
Bella Abzug (1920–1998) was a lifelong advocate for women’s rights and the environment. An advocate of civil rights and a critic of McCarthyism, she devoted her life to helping others. In 1985 she organized a panel called “What If Women Ruled the World?” for the U.N. Women’s Conference in Nairobi, Kenya. The outcome of the event was that she and other activists founded the Women’s Environment and Development Organization (WEDO) in 1990. Related to this, she gave an address that year titled “Women and the Fate of the Earth” before the World Women’s Congress for a Healthy Planet at the Center for Our Common Future in Vancouver, British Columbia, Canada. The speech stressed the importance of women’s leadership in tackling pressing global concerns such as climate change and other environmental issues. Abzug argued that the women’s rights and environmental justice movements were deeply intertwined. She encouraged women to be the leaders of environmental preservation and contended that to accomplish this, women need to be connected to Earth, define their roles and share their experiences with the environment, and take an international feminist approach.
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 | 0.006 | 0.003 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 0.003 |
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".