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
southern regions of the hemisphere.How such delicate creatures achieve this arduous passage is fairly astonishingthe intricate vignettes describing these migrations amount to fascinating short stories.Descriptions of the research that led to the discovery and understanding of each migration are effortlessly woven into the narrative.The importance of research is underscored by the dearth of information we have about migrations that vanished before research could be done.Tens of millions of bison once roamed the Great Plains, but only sketchy impressions of where, why, and how these migrations operated can be gathered from the few brief anecdotes that exist.Piecing together the details of ecological processes that span continents is not trivial.We learn that it took almost 50 years of perseverance to track down the monarch butterfly migration in North America by recording the flight directions of marked individuals at different stages.It turns out that monarchs reach as far north as the US-Canadian border, but then turn south and westward, eventually funneling into a few sites on the forested slopes of a volcano in south-central Mexico, where they spend the winter attached to trees in gigantic clusters.It also turns out that individuals do not make the entire journey; rather, it takes several generations of butterflies to complete the round trip each year.Exactly how this intergenerational feat is accomplished has yet to be discovered.Today, technological miracles allow tracking transmitters to be affixed to migrating birds and even to dragonflies, and Wilcove takes us to the cutting edge of this research.His case studies are carefully selected to portray not only the wonder and diversity of migration strategies in nature but also the threats they face from modern humanity, and the full range of fates that have ensued: extinction (Rocky Mountain locust and bison in the American West), decline (new world songbirds, monarch butterflies, North Atlantic right whales), and recovery (gray whales).Declining numbers of
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) | 0.000 | 0.000 |
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