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
The highlights of our September issue include a taxonomic assessment of mineral occurrences based on their rarity and uniqueness of paragenesis, a study on the effects of mineral variability on Li contents in the Whabouchi pegmatite, and an assessment on how to correct for mass bias in H and O isotopic analyses in tourmalines by SIMS.In addition, a slew of new minerals are characterized, including two featuring lead, nitroplumbite ([Pb 4 (OH) 4 ](NO 3 ) 4 ) and matthiasweilite (PbTe 4+ O 3 ), plus two featuring siderophile transition metals, pseudodickthomssenite (Mg(VO 3 ) 2 •8H 2 O) and mengeite (Ba(Mg,Mn 2+ ) Mn 3+ 4 (PO 4 ) 4 (OH) 4 •4H 2 O).Our recently most-read publications according to GeoScience World include the following.
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 | 0.000 |
| 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) | 0.010 | 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