Bibliographic record
Abstract
arlotta von Maltzan was born in Bogota, Columbia, in 1956, but her first memories date back to Vancouver, Canada, where her parents moved three years later.However, she grew up in Germany, where she attended several schools in Bremen and later Munich.When her parents immigrated to South Africa in 1972, she went to a German boarding school in the Natal Midlands which was founded by missionaries in the late 19th century and where she matriculated in 1975.Afterwards she spent a year in Windhoek in South West Africa, now Namibia, to do her Abitur.She has particularly vivid memories of 16 June 1976 as her interview with SWAPO leader Daniel Tjongarero for the school magazine was interrupted by a telephone call from a German journalist, who related the first news of the Soweto uprisings.Her increasing interest in South
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".