Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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