Bibliographic record
Abstract
Abstract The sections in this article are Introduction Vibrational Spectroscopic Studies of Lipid Phase Transitions Hydrocarbon Chain‐Melting Phase Transitions C H Stretching Vibrational Modes CH 2 Deformation, CH 2 Wagging and CH 2 Rocking Vibrational Modes Carbon–Carbon Skeletal Vibrational Modes Phase Transitions Involving Nonlamellar Lipid Phases Phase Transitions Involving Crystalline Lipid Phases Structural Characterization of Melted or Liquid‐Crystalline Lipid Phases Estimation of Per‐Chain Conformer Concentrations in Melted Hydrocarbon Chains Estimation of the Mean Lengths of All‐Trans Segments in Lipid Hydrocarbon Chains Distribution of Chain Conformers along Lipid Hydrocarbon Chains Structural Characterization of Crystalline and Quasi‐Crystalline Lipid Phases Lateral Packing of Lipid Hydrocarbon Chains Studies of the Polar–Apolar Interfaces of Lipid Aggregates Interactions between Lipid Polar Headgroups Concluding Remarks Acknowledgments
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.003 |
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".