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
On 9 October 2001 Vernon Lidtke delivered his valedictory lecture at The Johns Hopkins University on the topic of “Die Abstrakten,” a left-wing group of artists in Germany during the Weimar Republic. With this address before an appreciative audience comprising students, colleagues, and friends, Vernon concluded almost forty years of a distinguished scholarly career in the field of modern European and German history. In his scholarship Vernon is most widely identified with the study of the German labor movement in general and especially the Social Democratic Party, on which subjects he has thus far published two major books along with numerous journal articles and chapters. His formal retirement from academic life was also marked a few months earlier by a testimonial dinner held in Baltimore and attended by a large proportion of the twenty-five doctoral graduates whose dissertations he had supervised over more than three decades at Johns Hopkins. On both occasions he was fondly remembered as an accomplished historian, an inspiring teacher, and a generous mentor. In this and the four essays that follow, some of his former students wish also to commemorate Vernon's scholarly and teaching career.
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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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