PIPES DE BRECHA E ATIVIDADE MAGMÁTICA EXPLOSIVA NO COMPLEXO ALCALINO-CARBONATÍTICO DE CATALÃO I, GOIÁS
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
RESUMO Est ruturus Iormadas por uuvidadc mnguuiticu ex plo sive c Ilnxo turb ulc uto 1)t'OITC llI na tireu dcn ounnada Lagon Seen. Com ple xo de Calalf io I.Goins. 0 complcxo Cccmposro p er roches siticriticns (dunitos. clinopiroxcuuos) c cnrbcuu utos tscvitos. bcforsiros. COlli foscorit os. nelsonitos c monuz uitos ossccindos). Imcnso nc mssoneaismo c.ubon.uuico pm vucou a convcrsdo gc ucrali zada de rcchas utuanuificas em Ilogopitit os. A reg i:'iu da Lagon See n C uma deprc ssnc prccnchida pill" sedimentos lucusuc s. que rcpousam em dis corddn cia so brc
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.005 |
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