PR-461-18601-R01 Solvent Replacement Methods for Sediment and Water Content in Crude Samples
Why this work is in the frame
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Bibliographic record
Abstract
There are two methods broadly used for sediments and water (S and W) content determination, centrifuge method, and the Karl Fischer titration. They consume a significant quantity of toxic hazardous solvents such as Toluene, o-xylene, and chloroform. These particular solvents impose great risk to the health of the frontline workers and generate large amounts of liquid waste disposal, a detrimental effect on the environment. PRCI MEAS-16-01 Project Team has identified the need to study the feasibility of solvent replacement for the current methods used for measuring the S and W contents in crude samples. The proposed project seeks to reduce the use of hazardous and toxic solvents, aid in environmental stewardship, and increase the health and safety of frontline workers while in operation.
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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) | 0.000 | 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 | 0.001 |
| 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