Bibliographic record
Abstract
Arnold's Cove is a small community located on the isthmus of the Avalon Peninsula in Newfoundland.It had its beginning in the early 1800's as a fishing community.The turn of the century brought the Newfoundland railway located only 3 miles from Arnold's Cove bringing economic growth through employment and trade.The resettlement of isolated communities brought 122 families to Arnold's Cove and further economic growth.The moratorium in 1992 slowed the growth of most 'outport' communities around Newfoundland.However, with close proximity to the Bull Arm construction site, the North Atlantic Refining Ltd.Oil refinery and the Newfoundland Transshipment terminal, Arnold's Cove has revived its future for many years to come.Since the moratorium on the cod fishery, the types of watercraft that use the wharf in Arnold's Cove have changed.There are more pleasure craft and larger fishing vessels than before.With the changing climate there are now larger storms such as Hurricane Igor and greater need to protect the wharf from harsh wave action and storm undertow conditions.To protect the wharf from these elements the Department of Fisheries and Oceans Small Craft Harbours Branch (DFO SCH) requested to construct a Rubble Mound Breakwater.This Breakwater is to protect the existing wharf infrastructure and provide safe access to the wharf and meet operations requirements of facility users.This is to comply with DFO SCH's mandate to keep harbours critical to the fishing industry open and in good repair.The following paper will highlight the economic advantages of the breakwater, a brief project description, challenges presented with construction and environmental implications.1
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.126 | 0.026 |
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".