Cooperative Assembly of Phosphole Lipids and Single-Walled Carbon Nanotubes
Bibliographic record
Abstract
Building hierarchical assemblies from multiple chemically disparate components remains a tremendous challenge. In this study, we explored the co-assembly of a series of amphiphilic phosphole lipids and single-walled carbon nanotubes. Our studies suggest that both the “tweezer-like” conformation and the size of the counteranion of phosphole lipids are critical for constructing such co-assemblies in solution. Processing in hydrocarbons in which the solvent molecules interact weakly with the phosphole lipid further stabilizes these co-assemblies and results in hexagonal structures not observed in the neat constituents alone. Partial removal of solvents results in the formation of gels, with which we are able to induce strong preferential alignment via shear; these gels exhibit anisotropic electrical conductivities in the solid state, with an electrical conductivity that is 4 orders of magnitude higher along the shear direction.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".