Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Description: The International Women's Earth & Climate Summit (Sept. 20-23 in New York state) brought together women "who are in strategic positions to implement the critical solutions that are needed to address the world’s pressing climate challenges." Host(s): Melinda Tuhus Featured Speakers/Guests: Dr. Janice Turner, representing the Lenape indigenous people of the Hudson Valley; Altossa Soldani, founder and director of Amazon Watch; Osprey Orielle Lake, co-founder of the International Women's Earth and Climate Initiative and co-chair of the summit; climate consultant and conference volunteer Gloria Flora; Tzeporah Berman, a Canadian who has led several successful environmental campaigns; Thilmeeza Hussein founded Voice of Women in the low-lying Maldives island chain and represented Maldives at the United Nations; Rosemary Enie, who works on grassroots projects with women in Tanzania; Casey Camp Horinek of the Ponca Nation in Oklahoma; native Hawai'ian Malia Nobrega-Olivera; Katherine Hayhoe, director of the Climate Science Center at Texas Tech University; Bineta Diop from Senegal has played an influential role in tying climate change to peace and security in Africa and highlighting the special concerns of women - in 2011, Time magazine named her among the 100 Most Influential People in the World; Sally Ranney, co-chair of the conference; Jacquie Patterson with the climate justice program of the NAACP; Credits: Produced for WINGS by Melinda Tuhus; WINGS Series Producer, Frieda Werden
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.671 | 0.076 |
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 it