Speed of sound measurements conducted at high pressures on aqueous alcohol and aqueous diol systems at T= 298.15 K
Bibliographic record
Abstract
The pulse echo overlap technique has been used in conjunction with three unique high-pressure cells to measure ultrasonic speeds of sound in dilute aqueous solutions of the alcohols 2-propanol, 2-butanol, 2-propanol and 2-hexanol and the diols 1,4-butanediol, 1-5-pentanediol and 1,6-hexanediol at p = 0.1, 20.0, 40.0, 60.0, 80.0 and 120.0 MPa and T = 298.15 K. A procedure is described by which the sound velocity measurements may be utilised to calculate precise densities and apparent molar volumes. The concentration and pressure dependences of the calculated apparent molar volumes have been modelled using empirical equations which in turn have been used to obtain values for apparent molar volumes at infinite dilution. In addition, measured speeds of sound have been used to calculate isentropic and isothermal compressibilities, and their associated apparent molar properties, for the investigated aqueous alcohol and diol systems. The latter properties have also been modelled as functions of concentration and pressure using empirical equations to obtain the pressure dependences of the apparent molar properties at infinite dilution. A group additivity approach has been used to model the pressure dependences of apparent molar volumes at infinite dilution. This analysis has provided estimates of the pressure dependences of the contributions of methylene and hydroxyl groups to apparent molar volumes at infinite dilution.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".