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
The R/V Hero was built by Harvey F. Gamage Shipbuilder, Inc., of South Bristol, Maine. She was launched on 28 March 1968.\nShe is the namesake of a 30-foot American sailing sloop captained by Nathaniel B. Palmer, who in 1820 became one of the first to view the Antarctic mainland. The modern Hero was built to serve as a mobile platform for the conduct of research in Antarctic Peninsula waters, augmenting the facilities of the U. S. Palmer Station on Anvers Island.\nThe Hero is a diesel-powered but sail-equipped wooden ship. Wood provides resiliency in sea ice and acoustic quiet. Sails assure steadiness, safety, and, again, silence to do wildlife-sensitive research. Her oak hull is sheathed in tough South American greenheart to protect against abrasion by floating ice.\nIn August, 1968 the R/V Hero went on a shakedown cruise to the Labrador Sea and adjacent waters. Darling Marine Center scientist Dr. David Dean, Dr. John Dearborn of the University of Maine in Orono, and graduate students James Blake and Robert Bullock accompanied the crew of the Hero on a NSF grant to investigate the reproductive biology and systematics of polychaetes and echinoderms.\nAfter the shakedown cruise the Hero eventually made her way to Chile. The R/V Hero arrived at Palmer Station in Antarctica on Christmas Day in 1968 to begin her support of Antarctic research.\n(Courtesy of Dr. Jim Blake)
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.005 |
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