Bibliographic record
Abstract
Lake Opinicon is bordered by QUBS Point, Sugarbush Island, the Bonwill Tract and the Cape-Sauriol Environmental Studies Area (Concession 14, Lots 15-16; Concession 15, Lots 16-20; Concession 16, Lots 1-2, Concession 17, Lots 1-3; Concession 18, Lots 1-2 of South Frontenac Township, Frontenac County and Concession 7, Lots 13-16; Concession 8, Lots 12-17; Concession 9, Lots 13-16; Concession 10, Lots 14-16 of Rideau Lakes Township, Leeds and Grenville County). Mean depth = 2.8 m; maximum depth = 11.3 m; surface area = 788.0 ha, shoreline = 61657.5 m. Lake Opinicon is part of the Rideau Canal. To the north is Indian Lake, to the south is Sand Lake, both of which are sources of inflow and outflow. Lake Opinicon also receives inflow from a series of small creeks and two major creeks: Hart Lake Creek and Rock Lake Creek.
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 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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.045 | 0.033 |
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".