Labrador Marine Transportation Study Phase II
Bibliographic record
Abstract
The Public Policy Research Centre (PPRC) was commissioned by the Department of Transportation and Works (DTW) to undertake a review of the marine transportation system serving isolated communities on the coast of Labrador. This Study began on November 26, 2004. The work was to be completed in two phases with an interim report pertaining to Phase I, dealing with the short-term period 2004 to 2006, to be submitted on February 15, 2004 and a final report on May 15, 2004 (initially March 31, 2004) dealing with the longer-term and particularly the period after interconnection of the Trans-Labrador Highway (TLH) between Central Labrador and the coast (known as Phase III of the TLH). The constraining factor for Phase I was the multi-year contracts currently in place for the existing fleet and terminals. The scope of the work was to examine the options available to service the anticipated transport demand of isolated communities on the coast of Labrador, for both freight and passengers. This was to be done through a financial and economic analysis of each option and a comparison of the benefits and costs associated with each. This includes total costs as well as the relative components borne by the Government and the end users. The Terms of Reference call for the PPRC to recommend the preferred marine transportation option and the associated terminal configuration.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.026 | 0.006 |
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 source (direct Gemma or distilled Codex), 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".