Arctic Council Arctic Marine Shipping Assessment (AMSA)
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
ABSTRACT The Arctic Marine Shipping Assessment (AMSA) Report, including its recommendations, was approved by the Arctic Council Ministers in April 2009 and is the culmination of four years of work completed under the leadership of the the Council's working group on Protection of the Arctic Marine Environment (PAME). The overall scope of the AMSA focuses on ships and their infrastructure needs and impacts in the Arctic Ocean. AMSA was led by three countries, Canada, Finland and the United States and included data and expertise from all the Arctic States, the Permanent Participants and the global maritime industry. The focus of the AMSA is on marine safety and marine environmental protection, which is consistent with the Arctic Council's mandates of environmental protection and sustainable development. AMSA consists of an extensive shipping activity database; nine chapters followed by findings and recommendations intended to influence policy makers and future Arctic planning. AMSA identifies 17 recommendati...
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it