A multibasin comparison of historical water quality trends in Lake Manitou, Ontario, a provincially significant lake trout lake
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
Nelligan C, Jeziorski A, Rühland KM, Paterson AM, Meyer-Jacob C, Smol JP. 2019. A multibasin comparison of historical water quality trends in Lake Manitou, Ontario, a provincially significant lake trout lake. Lake Reserv Manage. 36:243–259. Lake Manitou, on Manitoulin Island (Ontario, Canada), is a two-basin lake that supports a natural lake trout population and currently experiences late-summer hypolimnetic oxygen concentrations below the provincial criterion set to support this sensitive coldwater fish species. However, limited direct monitoring data make it difficult to assess long-term changes in hypolimnetic oxygen concentrations, and to identify what stressors may be responsible for those changes. Dated sediment cores from each basin of Lake Manitou were used to reconstruct end-of-summer volume-weighted hypolimnetic oxygen (VWHO) over the past ∼150 years using assemblages of sedimentary chironomid remains. To assess the influence of nutrients, regional warming, and lake browning, VWHO reconstructions were compared with sedimentary diatom assemblage changes, and spectrally derived trends in both sedimentary chlorophyll a (and its main diagenetic products) and sediment-inferred lakewater total organic carbon. The chironomid-inferred VWHO reconstructions suggest that deepwater oxygen concentrations are currently lower in both basins of Lake Manitou than they were prior to the 20th century (decreasing in the late 1880s coincident with the development of Manitoulin Island by European settlers). In both basins, post-1950 diatom assemblage shifts and whole-lake primary production (sedimentary chlorophyll a) trends suggest that increased nutrient inputs and warming-related changes (i.e., enhanced thermal stability) may be contributing to the current low-oxygen conditions of Lake Manitou. In the west basin, all paleolimnological proxies underwent more pronounced (and often earlier) changes than in the east basin, an observation that suggests more targeted management strategies may be needed to protect Lake Manitou’s coldwater fish population.
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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 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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