Great Lakes-St. Lawrence Maritime Initiative Consultant Request for Proposal
Bibliographic record
Abstract
The Council of Great Lakes Governors (CGLG) seeks to hire a consultant or consulting firm (consultant), part-time. The primary role of the consultant will be to analyze the Great Lakes-St. Lawrence River maritime transportation system and develop recommendations that will ultimately be shared with the Great Lakes Governors and Premiers for their consideration in the development of policies to be adopted and programs that may be implemented. This position requires experience on port, transportation and maritime issues. The consultant will work closely with the CGLG staff and will report to the Executive Director. The consultant will also work closely with the Great Lakes-St. Lawrence River Maritime Task Force (Task Force) as well as other staff designated by the Great Lakes States, Ontario and Québec. The CGLG will enter into a fixed fee contract for consulting services at a non-negotiable amount of $50,000. All costs including staff salaries, office space/rent, office equipment, office supplies, postage, printing, telephones, local transportation and all other costs unless otherwise noted will be the sole responsibility of the consultant and derived from the contract fee. The CGLG will pay for pre-authorized travel expenses related to Task Force meetings, or for additional preauthorized expenses incurred for activities outside of the scope of the consultant’s contract with the CGLG.
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) | 0.002 | 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".