Comprehensive two‐dimensional gas chromatography in stop‐flow mode
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Bibliographic record
Abstract
The theory and proof of concept of a new mode of operation for comprehensive two-dimensional gas chromatography (GC x GC) is presented. In current GC x GC interface designs, the modulation period defines the separation time allowed in the second dimension. In the stop-flow GC x GC mode, flow in the primary column is periodically stopped for brief periods of time. Consequently, the modulation period for the primary column and the amount of time available for second dimension separation become independent variables. This allows the separations in both the primary and secondary dimensions of the GC x GC system to be carried out under more optimised conditions, allowing extended periods of time for second dimension separations without sacrificing the separation in the primary dimension. This new technique has the potential to offer increased separation power and overall resolution as it is further developed.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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