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: Our objective was to understand the film‐forming characteristics of amylose, amylopectin, and high‐amylose (55%) starch solutions at ambient environment. By using an inverted phase‐contrast microscope connected to an imaging system, we were able to record and analyze the micro structural evolution of starch throughout the process of film formation. The results of image analysis suggested that the coil‐to‐helix transition, followed by the helices aggregation, dominated the initial stage of starch film formation from solutions, although the time when these phenomena occurred depended on the amylose content. Fresh amylose films exhibited an assembly of giant dendrites with quarternary branches. In contrast, amylopectin films showed a structure of networked clusters. Interestingly, the high‐amylose (55%) starch film showed a heterogeneous structure with both amylose‐rich and amylopectin‐rich phases, which are integrated seamlessly by the intermolecular interaction between amylose and amylopectin.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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