Bibliographic record
Abstract
Our trip is primarily scientific in nature, and will be exploring various regions in the High Arctic for fossil remains of plants and animals. Our primary research goal is to learn more about global climate change and how it has changed in the past and may change in the future. Our party is made up of 11 members, all of whom have previous palaeontological field experience, and several of whom have previous Arctic experience. Our expedition will last for approximately one month, with most of the time spent actively hiking and searching for new fossil bearing localities. From June 24th to July 27th 2006, we will be traveling to Ellesmere, Cameron and Melville Islands in Nunavut, Canada, all of which are several hundred kilometres away from the nearest permanent structures. These locations are also near or above the Arctic Circle, and so we will be experiencing close to 24-hour daylight. Introduction and Background The Canadian Arctic is an extremely vast and relatively unexplored region in general, and especially in reference to paleontology. The existence of fossils in the region was first discovered in 1853, yet since this time, very little palaeontological exploration
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.
How this classification was reachedexpand
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) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".