On “Seismic impedance inversion and interpretation of gas carbonate reservoir in the Alberta Foothills,
Bibliographic record
Abstract
It is always interesting to read articles about an area and geology I am familiar with, rather than articles where authors do not present enough data to fully understand the subject (well locations, well logs, scales, etc.). However, it is disconcerting to find that the authors presented seismic data with the western end on the right side. This is the opposite orientation from previously published papers and common standards. Obviously, the intention of the authors was to present the use of new technology in this specific area. As is always the case, new technology needs to be explained simply and supported with convincing field examples. Unfortunately, the authors did not achieve this goal. Their application might be correct, but it was applied to the wrong level. In my opinion, the author’s identification of the Turner Valley gas reservoir is wrong. Their Wabamun reflection is, in reality, roughly at the Turner Val-ley (Nordegg) level, so that all the conclusions are related to the Reply to the discussion
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 | 0.000 | 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 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".