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
Recent characterizations of asphaltene structures suggest that asphaltene monomers may consist of several small polynuclear aromatic clusters linked by alkyl chains and containing a variety of heteroatoms. This structure lends itself to the view that asphaltenes self‐associate in a manner analogous to oligimerization rather than simple stacking. If asphaltenes are assumed to be oligimers, some of the interesting features of asphaltene behavior can be explained in a self‐consistent approach, including: measured changes of asphaltene molar mass in different solvents and at different temperatures; the precipitation of asphaltenes from alkane‐diluted heavy oils; and the interfacial behavior of asphaltenes. Recent work in these areas indicates that asphaltene monomers are in the order of 1000 to 2000 g/mol and that self‐associated asphaltenes consist of two to six monomers per aggregate on average.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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 it