Bibliographic record
Abstract
The Cambrian to Lower Ordovician strata examined for this report includes the informally named Basal Sandstone Unit (BSU), and the Earlie and Deadwood formations. These strata are Middle Cambrian to Early Ordovician in age, with the BSU and Earlie Formation being Middle Cambrian, and the Deadwood Late Cambrian to Early Ordovician. Although the cross sections in this report include the Lower Ordovician Winnipeg Formation, it is not part of the descriptive text. Our knowledge of Cambrian strata in Saskatchewan is based entirely on subsurface data; no outcrops of the Cambrian are known in Saskatchewan and Manitoba. Wells penetrating Cambrian and Lower Ordovician strata are not numerous (366 wells were used in this study - Appendix 1), and even fewer penetrate into the Precambrian. Also, the distribution of these wells is non-uniform, the greatest concentration being in southeast Saskatchewan. The aim of this presentation is to illustrate correlations on regional cross sections in the Cambrian to Lower Ordovician succession of Saskatchewan and to understand the vertical and lateral relationships between and within the various stratigraphic units.
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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 | 0.004 | 0.011 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".