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
Bartek Ingredients, a maker of malic acid and fumaric acid, has been acquired by the private equity firm TorQuest Partners. Ontario, Canada-based Bartek employs 115 people and makes the acidulants for food and beverages. Ajinomoto will spend $4 million to expand production of amino acid surfactants at its Tokai plant in Japan by 70%. The flake-shaped materials are used to manufacture personal care ingredients found in shampoos, face and body washes, and other toiletry items. BASF has entered the instrumentation market with a chip-sized near-infrared sensor. The semiconductor sensor may find its way into smartphones by 2022 to measure things such as fat in foods or skin moisture for cosmetic selection. AstraZeneca has agreed to sell the U.S. rights to Synagis, a monoclonal antibody drug for the prevention of lower respiratory tract infection in infants, to Swedish Orphan Biovitrum (Sobi) for an up-front payment of $1.5 billion. The deal also
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.002 | 0.010 |
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