Shoreline carbonate structures in West Reflex Lake, Alberta-Saskatchewan
Bibliographic record
Abstract
West Reflex Lake is a hypersaline lake in the Canadian Great Plains. The lake contains four types of shoreline carbonate structures: isolated pinnacles, bioherms (aggregates of pinnacles), laminated coatings, and beachrock. This study investigates the processes of formation of West Reflex Lake’s shoreline carbonates. A variety of petrographic and geochemical techniques were used to characterize the texture, mineralogy, and chemistry of the carbonates. The shoreline carbonates formed as a result of biotic and abiotic precipitation at the site of saline springs that supply Ca2+ to the lake. Evidence for biologically-influenced precipitation includes strong epifluorescence, presence of micrite cements, and abundance of microbial filaments. Abiotically-precipitated cements formed due to groundwater inflow. The isolated pinnacles and bioherms formed as a result of groundwater percolating through a framework of microbial filaments, whereas the laminated coatings formed as a result of calcification of coherent microbial mats adhering to a substrate.
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.
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 | 0.000 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".