Preliminary morphological analysis of the anhydrite hydration forms at Dingwall (Canada, Nova Scotia) on the base of photogrammetric documentation
Bibliographic record
Abstract
In an inactive quarry at Dingwall (Canada, Nova Scotia) was documented the anhydrite hydration process resulting in the transition into secondary gypsum. As a result of hydration, numerous morphological forms such as domes, tepee structures forms, ridges and fractures are formed. Under the surface of elevated rock layer there are empty chambers, which in many cases are available for humans and are called hydration caves. One of the main methods used during documentation of hydration forms was the method of terrestrial photogrammetry. This method enabled obtaining 3D and 2.5D models of the examined objects, as well as generating orthophotomaps and DSMs with a high value of Ground Sampling Distance. On the base of these data, the hydration form no. 6 and no. 15 was analyzed in terms of morphology and morphometry.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.687 | 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".