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
Bernhard Herschel hatte der Stadt Mannheim 500 000 Goldmark für den Bau einer „Zentral- Bade- und Schwimmanstalt“ hinterlassen. Er starb im Jahr 1905. Otto Beck, damaliger Oberbürgermeister und Freund des Großkaufmanns, hatte den großzügigen Stifter dazu angeregt. Der Wunsch nach einer solchen Badeanstalt fiel in die Zeit einer wahren Bevölkerungsexplosion. Im Jahr 1895 zählte die Stadt Mannheim noch 91 000 Bürger und bereits im Jahr 1910 über 200 000 Einwohner. Mit der Friesenheimer Insel 1895 sowie Käfertal und Waldhof im Jahr 1897 hatte eine Welle der Eingemeindungen begonnen.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.015 |
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