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
Distributed by Bullfrog Films, PO Box 149, Oley, PA 19547; 800-543-FROG (3764)Produced by T.W. TimreckDirected by T.W. Timreck2024, Streaming, 118 mins Ancient Sea Peoples of the North Atlantic is an informative and compelling documentary that challenges long-held assumptions about the maritime traditions of Northeastern Native American cultures. Through archaeological footage and interviews with Smithsonian Institute researchers and present-day Native Americans, the film presents a more modern narrative that redefines our understanding of Indigenous history in the region. The film showcases pivotal discoveries including the Red Paint People of Maine, the Sandy Hill Site in Connecticut, Nulliak Cove in Labrador, Ramah chert artifacts scattered across the North Atlantic, and the Cinmar biface blade. These findings suggest an ancient advanced maritime culture, contradicting earlier scholarly views that dismissed these communities as less advanced than civilizations like the Aztecs or Incas since they became agricultural societies later than others. An important aspect of this research is the fact that the continental shelf along the eastern coast of North America, the land that these maritime societies would have been living on, was dry land over 20,000 years ago. Today, that land and any artifacts are submerged under the ocean. This poses challenges for archaeologists, as any buried evidence is possibly poorly preserved or difficult to uncover. However, the film and the Native American perspectives highlighted in the film, underscore the importance of ongoing research and the potential for future discoveries that could paint a more accurate picture of ancient Native Americans of the Northeast. Though the film is two hours long, it is divided into two parts. This makes classroom viewing a possibility. The film is well-made and is highly recommended for course or collections in anthropology, archaeology, or Native American studies. Awards:Best Archaeology Film, Arkhaios Film Festival
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| 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