Bibliographic record
Abstract
There is little known about electrochemical behavior in non-polar media due to lack of compatible, lipophilic salts. [1] Herein, this difficult challenge has been overcome by following a strategy based on designing and synthesizing a novel family of organic salts with highly-delocalized cations and anions. The salts show good miscibility in heptane, an archetypical, non-polar media and the electrolyte solutions show peculiar ionic conductivities over the whole concentration range which enable their application as antistatic agents and also as new type of hydrophobic electrolytes in various electrochemical devices.[2] [1] Y. Abu-Lebdeh, A. Hammami, A. Abouimrane, M. Armand, Electrochemistry Communications 81, 112-115, 2017. [2] F. Bertasi, G. Giffin, K. Vezzù, G. Pace, Y. Abu-Lebdeh, M. Armand, Vito Di Noto, Physical Chemistry Chemical Physics 19 (38), 26230-2623, 2017.
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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 | 0.001 |
| 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 | 0.001 |
| 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".