Georg Naumann: Naturforscher, Pionier der Erdgaserkundung in Kanada, Partner von Max Hinsche in Kanada
Bibliographic record
Abstract
Georg Naumann (1901 Radeberg-1978 Upper Wells/ Kanada). Bekannt und berühmt wurde Georg Naumann, der gemeinsam als Partner von Max Hinsche mit ihm nach Kanada ging, als Trapper und Pionier bei der frühen lokalen Auffindung und Nutzung der kanadischen Öl- und Erdgasvorkommen im nördlichen Einzugsgebiet des Athabasca River in der Prärieprovinz Alberta. Zunehmend wurde er zum Naturwissenschaftler, der in den bisher unerschlossenen Gebieten am Athabasca River die Öl- und Erdgasvorkommen des Sandes nutzte und bewusst einsetzte.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.266 | 0.103 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".