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 remains of the Greenland Norse provide unique biological anthropological material for the investigation of human and environmental interaction. As a population, they were generally secluded from most of the contemporary European medieval society, and land suitable for their way of life was limited in Greenland. The archaeological and historical record is excellent, clearly establishing the 500-year period of colonisation. In other words, the Greenland Norse represent a relatively isolated population, constrained in both space and time. Living in an environment with very little buffering capacity, ecological changes immediately had repercussions. Ten years of research have shown a direct climatic impact on the humans as well as changing subsistence patterns. It seems that the Norse in Greenland responded to these changes, although inside ‘cultural’ limits. Demographic modelling indicates that emigration may have accounted for the final abandonment of the settlements. A changing ecology thus seems to have pushed the Greenland Norse out of Greenland, because their sedentary way of life, relying on animal husbandry, and probably with a strong cultural sense of identity focused on farmsteads and domestication, became unsustainable. A further step will be clarifying the genetic history of the Norse as well as of the Thule Culture Inuit. These analyses have commenced by examining mtDNA variation and Y-chromosomal diversity among present-day Greenlandic Inuit, and preliminary results appear to provide some information as to the fate of the Norse people.
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 | 0.006 | 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