Living with Great Lakes Chemicals: Complementary Strategies and Cross‐Paradigm Reconciliation *
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 exposure of Great Lakes populations of fish, wildlife, and humans to persistent toxic substances has resulted in injury, particularly related to reproductive and developmental processes. The Great Lakes Water Quality Agreement of 1978 is a binational instrument designed by the governments of the United States and Canada to respond to this injury through the development and implementation of common water quality objectives, cooperative regulatory programs, and other measures. The implementation of the Great Lakes Water Quality Agreement has entered a critical phase because the ambiguously drafted purpose is interpreted differently by toxicologists and ecologists with consequent misunderstandings in preparing Remedial Action Plans and Lakewide Management Plans, selecting indicators of restoration, and selecting critical pollutants. With shrinking budgets, agencies cannot afford such misunderstandings when injury to health and property continues unabated.
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 | 0.000 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 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