Bibliographic record
Abstract
Acetobacter aceti 135 Acetobacter pasteurianus 135 Acetobacter peroxydans 135 Acetobacter spp.98, 99 Acetoin 135 acid calcium phosphate 203 acidification 130, 132 acidophilus milk 192 actin 12, 14, 39 Actinidia arguta 111 Actinidiaceae 111 activated carbon 130, 132 activated charcoal 57 activated clay 57 activated mineral 57 active packaging 64, 65, 70, 92 Actomyosin 6, 14 Adansonia digitata 111, 121 addition of sulphur dioxide in winemaking 136 additive 46 adenosine triphosphatase 136 adhesion 14 adsorption 75 adzuki bean 107 Aegle marmelos 114 Aeromonas hydrophila 66 Aeromonas spp.99
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 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) | 0.000 | 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) | 0.092 | 0.052 |
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; both teacher heads agree on what is shown here.
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".