Canal Greenway environmental testing archaeological monitoring Dartmouth, Nova Scotia
Bibliographic record
Abstract
In preparation for the re-exposure of features relating to the Shubenacadie Canal and Starr Manufacturing at Starr Park in Dartmouth, Stantec Consulting Ltd. (Stantec) was retained by Halifax Regional Municipality (HRM) to conduct environmental testing of the soils found within the property. \nCultural Resource Management (CRM) Group was retained by HRM to advise as to the placement of test pits, as well as conduct archaeological monitoring throughout the process of test pitting. The archaeological monitoring was conducted according to the terms of Heritage Research Permit A2014NS077 (Category "C") issued through the Special Places Program of the Nova Scotia Department of Communities, Culture and Heritage to CRM Group Archaeologist Kathryn J. Stewart. Technical oversight was provided by W. Bruce Stewart, CRM Group's President and Senior Technical Advisor. This report describes the archaeological work, presents its results and offers resource management recommendations.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".