UNDERWATER DISSOLUTIONAL PITTING ON DOLOSTONES, LAKE HURON-GEORGIAN BAY, ONTARIO
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
This paper examines underwater dissolutional pitting along the dolomitic shorelines of the Bruce Peninsula around Tobermory, Ontario. Research was conducted from the modern spray and swash zone to depths of 25 m at four sites: Little Cove, Big Tub, Marr Lake, and Cove Island. The morphology of sample pits was measured, rock samples were collected, and comprehensive water analyses were completed. The most striking result to emerge from this work was a strong positive relationship (r2 = .93) between pit depth and water depth. Variations in the physical lithology obscured all other relationships between the morphological parameters that were studied. The detailed variations of lithology between sites and between water depths at a given site are difficult to quantify and were not attempted in this project. The Tobermory sites are distinct because they have been both totally emerged and totally submerged during the last 12,000 years. A model to explain pit genesis including initiation and enlargement incorporating this post glacial lake level history is proposed. [Key words: karren, pitting, littoral, dolostone.]
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 | 0.000 | 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) | 0.024 | 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 it