Hans Gocht (1930–2014)
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
![Figure][1] The leading German fossil dinoflagellate cyst researcher Hans Gocht passed away on the 24th of July 2014 during his 84th year. Hans had an outstanding career of over 40 years and made many breakthroughs, particularly in the field of dinoflagellate cyst morphology. He authored or co-authored around 50 publications, and was a modest, reserved and softly-spoken individual. His life was a remarkable one, especially for the tenacity he demonstrated in his rather unconventional transitions from artisan to laboratory technician and, finally, to mainstream science. Hans was born on the 16th of December 1930 at Ilmenau in Thuringia, eastern Germany. Unfortunately, he suffered a critical illness aged seven. He defied his doctor’s prognosis by recovering, but the effects stayed with him for the rest of his life. His father was imprisoned during World War II, and consequently the family were not well off. So the young Hans felt he should earn a living, and left school as soon as possible. … [1]: pending:yes
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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