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
Contents: Renate von Bardeleben/Sabina Matter-Seibel/Klaus H. Schmidt: Introduction - Juan Bruce-Novoa: The Rhetorics of Latino Survival in the U.S.: 1528-1961 - Vincent Carretta: Revising One's Self: Constructing. Phillis Wheatley's Anglophone-African Identity - Udo J. Hebel: Not a story to pass on? The Pluralization of American Memory in Historical Dramas by Harlem Renaissance Women Playwrights - Charles T. Johnson: Dr. Charles J. Hexamer: Forgotten German-American Leader - Barbara Buchenau: Ethnic Performance and the Self-Representation of Frederic Philip Grove - Laura Hapke: Red Scares, Ethnicity, and the Jungle of Worlcing-Class Desire in the 1920s Novels of Theodore Dreiser and Upton Sinclair - Elke Kinkel: Thomas Mann in America: A Privileged German's (Ethnic) Survival - Alvin H. Rosenfeld: Translating Atrocity - Harald Leder: Changing People's Minds? American Reorientation in Germany After World War II - John Purdy: Autoethnography and Issues of Representation in the Post-Indian Era - Sabina Matter-Seibel: Aliens, Translators, Native Speakers: Language and Identity in Asian-American Fiction - Maren Dingfelder Stone: Tulips, Windmills, and Wooden Shoes: Dutch-American Festive Culture as a Means of Ethnic Survival? - Horst Tonn: Ethnic Interventions: Hollywood Film and the New Multiculturalism - Justine Dymond: Ethnic Mysteries: Genre, and the Power of Law - Edgars Osins: Multicultural Canada: Two First Nations Voices - Suzanne Ferriss: Hybrid Subjectivities: Sexuality, Race, and Ethnicity.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it