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
In November 2006, a discussion thread erupted on the online discussion list of the World Archaeological Congress (WAC) concerning the National Geographic Society's Genographic Project (which is also sponsored by IBM and the Waitt Family Foundation). Initiated in 2005, the Genographic Project is designed to study human population movements in the past based on the analysis of DNA samples voluntarily contributed from people around the world. This project was also designed to move beyond the kinds of ethical and other concerns relating to indigenous rights, appropriation, and group consent (to name a few) that led to the demise of its predecessor, the Human Genome Diversity Project, which began in 1991 and continued until the late 1990s. Such projects owe their origins to significant advancements in biomolecular research and technology studies, which have not only resulted in a genetic revolution in archaeology and related studies but also witnessed growing public interest in ancestry tracing through genetic means.
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