Regional three-dimensional stratigraphic modelling of the Oak Ridges Moraine area, southern 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
Geological and hydrogeological investigations of the Oak Ridges Moraine and Greater Toronto Area have been used to develop a regional stratigraphic framework. This framework is used to develop a data-driven stratigraphic model by integrating new field data with archival data in a relational database. A multistep approach is used that involves i) manual stratigraphic interpretation of subsurface data, ii) interpretation and integration of Ministry of Environment water-well data to refine elevation variability, iii) generation of individual stratigraphic surfaces that integrate geological map boundaries, and iv) generation of semiquantitative confidence maps. The structural ele- vation surfaces can be used to produce sediment-thickness maps and rendered three-dimensional volumes, and to constrain hydrogeological modelling. Municipalities, conservation authorities, and other agencies can use this stratigraphic model to provide a regional context and to improve the hydrogeological understanding of site-specific investigations.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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 it