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
Recognition and sources of secondary biogenic gases in the oil sand areas, Western Canada Sedimentary Basin Western Canada Sedimentary Basin oil sand deposits are derived from light oils generated in southwestern Alberta, which migrated to the north and east for more than 100 km. Biodegradation is the primary process that transformed the original light crude oil into heavy oil and bitumen, although other alteration mechanisms were present. Biodegradation levels increase from the southwest (non-biodegraded) to the northeast (extremely biodegraded) and are associated with decreasing reservoir paleo-temperature that plays the primary role in controlling the biodegradation regime. Compositional gradients and variable biodegradation within a single reservoir column indicate that water-leg size is a critical local control on vertical variations of biodegradation degree and oil physical properties. Secondary biogenic gas is a by-product of the formation of heavy oils and
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.
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) | 0.002 | 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 it