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
Excavations at two Precontact Native American sites in the Wallkill River Valley in Orange County, New York provided considerable new information about the production and use of fossil crinoid beads. The Historian Site in the Town of Minisink and Medline Site 3 in the Town of Montgomery collectively have radiocarbon dates spanning 2300 to 1500 years ago. Crinoids are marine dwelling animals that are found in limestone bearing strata throughout much of North America. Native Americans use of crinoid columnal segments for beads was widespread throughout the United States and Canada in the Precontact and Historic Periods. Archaeological sites with crinoid beads are detailed in this report. The larger significance and possible interpretations of these discoveries are discussed. Because of their small size and fossil origin, excavators and analysts could overlook crinoids. Reexamination of existing archaeological collections will likely “discover” more. Increased use of flotation can recover more crinoids.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.026 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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