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
This paper presents a critical history of research in archaeology - particularly prehistoric - held in the State of Minas Gerais (central Brazil) since the nineteenth century. After the pioneering phase (P. W. Lund, and some nonprofessional people) some international missions focused the Lagoa Santa region in the third quarter of the twentieth century, while a PRONAPA team made a preliminary survey in the upper valley of the São Francisco River. The beginning of more systematic research by the Instituto de Arqueologia Brasileira in the northern part of the State and the creation of the Department of Prehistoric Research at the Federal University of Minas Gerais (UFMG, Belo Horizonte) in the second half of the 1970s, open a phase of more intensive, regionally and thematically diverse research. The beginning of the XXI century is characterized by the proliferation of rescue archaeology, the emergence of new research centers and the creation of training courses for archaeologists at Federal University of Minas Gerais. The caves of the State are notorious by the importance of preservation of perishable materials and of human skeletal remains of great antiquity. The diversity and variety of regional industries, made from very different raw materials, are also important. The archaeology of historical period, very dynamic in the recent years, focuses much more colonial gold mining structures, fazendas and maroon slaves settlements than the archaeology of urbanization and Baroque monuments.
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 | 0.010 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.009 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.007 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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