Aquatic reclamation in the Athabasca, Canada, oil sands: Naphthenate and salt effects on phytoplankton communities
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
Microcosm experiments with natural indigenous phytoplankton communities were conducted to assess the effects of waters from oil sands extraction processes, emphasizing the naphthenate and salt constituents. Process waters of varying ages (zero to eight years) remediation histories, and chemical composition were obtained from outdoor mesocosms and inoculated with phytoplankton assemblages from a reference lake in the study area. Community composition measures, including percentage model affinity (PMA) and canonical correspondence analysis (CCA), revealed significant community effects of water from systems less than five years old, with naphthenate concentrations greater than 20 mg/L, compared to water from the reference lake. Canonical correspondence analysis, PMA, and regression analyses further showed that naphthenate concentration was significantly correlated with community structure. Using CCA, groups of taxa characteristic of waters with > 20 mg/L naphthenates (including Botryococcus braunii, Gloeococcus schroeteri, Cosmarium depressum, Chrysococcus rufescens, Chromulina spp., Ochromonas spp., and Keratococcus spp.) were identified. Salinity, as reflected in conductivity, was positively correlated with naphthenate concentration and itself appeared to influence the community structure. The results confirmed an important role for naphthenates in ecological effects of process waters from oil sands mining, but the influence of covarying factors such as salinity requires further investigation.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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