Multifaceted Solution of Analytical Challenges in Complex Oilfield Materials With Synchrotron Techniques
Bibliographic record
Abstract
Summary The versatility of synchrotron techniques for the solution of oilfield questions is illustrated by the application of powder X-ray diffraction (PXRD) and X-ray absorption near-edge structure (XANES) spectroscopy to a toluene-insoluble oilfield-residue sample from an alkaline/surfactant/polymer (ASP) -flood site in Taber, Alberta, Canada. The primary questions regarding the sample were the sources of the barium and nitrogen (both at levels of approximately 0.8 wt%). Synchrotron PXRD provided better signal–noise and detection limits than previously obtained laboratory PXRD data, enabling the identification of four additional crystalline minerals including heulandite, (Ba, Ca, Sr, K, Na)5 Al9 Si27 O72 (H2O)22, a tecto-silicate zeolite known for accommodation of a wide variety of cations. Heulandite provides a plausible location for barium (and strontium) observed with chemical analysis. Synchrotron XANES spectra at the nitrogen K-edge suggested that the source of the nitrogen content was a corrosion inhibitor, rather than a polyacrylamide (PAM) -based compound, as originally assumed.
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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".