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 Indium is a very soft, silvery metal and its abundance is about 0.05 ppm in the earth's crust. It is widely distributed, but never in concentrations high enough to justify mining for its own intrinsic value. Indium is considered a minor metal and is a by‐product of other mining and refining operations. Important mines producing indium are in South America, Canada, China, and the Republic of Korea. Indium is recovered from fumes, dusts, slags, residues, and alloys from zinc or lead‐zinc smelting. Indium metal itself poses little or no environmental risks, however sometimes the form that indium takes or other metal associated with it may pose dangers to the environment. A large portion of secondary indium is produced from indium tin oxide (ITO) recycling. Indium's major use is in the production of ITO. ITO thin film coatings are primarily used for electrically conductive purposes in a variety of flat‐panel devices. Other uses include solders and alloys, electrical components, and semiconductors.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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