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
In our March issue, we feature eight brand new minerals; just when you'd finished memorizing the existing list!Find out about alterite and magnesioalteraite (oxalate minerals from Arizona, USA), perchiazziite (a rosasite-malachite group mineral from Italy), four new minerals from the Redmond Mine, North Carolina, USA (two thiosulfates, and two OPb 4 -chain-based minerals), and finally ronpetersonite (BaWO 4 ) from Canada's Yukon, named for the very same Ron Peterson we featured in a special thematic issue of the CJMP in July 2023.In addition, we learn about the exploration implications of columbite-group minerals from the Chinese Altai, inclusions in placer Pt-Fe alloys in Ecuador, hollow bulbous gypsum structures reported from Alberta (Canada), and clarification on the status of the mineral testibiopalladite (PdSbTe); spoiler alert: it's a Sb-analogue of michenerite, but a valid mineral in its own right.In addition, we feature regional geology, in the form of a study of the tectono-metamorphic evolution of the Kluane Schist, from the northern cordillera of the Yukon.
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) | 0.003 | 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