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
One of the most prominent figures in the history of Galician oil mining was Albert Fauck. In 1867, he arrived in Galicia to assume the position of a manager of an oil mine in Klęczany. In 1870, he became an associate of Ignacy Łukasiewicz at the Bóbrka oil mine. In 1891, he moved to live in Marcinkowice near Klęczany. He ran his own oil exploration and mining business. Fauck was an ingenious engineer and inventor. He was the first in Galicia to use a steam engine to drive a drilling crane, and he modified the free-fall drilling system. Fauck staunchly advocated for mud drilling and developed two innovative crane designs for this method, which he named ‘Rapid’ and ‘Express’. He upgraded many tools used in oil mining. Fauck perfectly understood the problems of oil mining, being a prominent theoretician in the field. His contribution to technical advancements in Galician oil drilling were very much significant.
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) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 0.003 |
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