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
McGoldrick, Giordano, Garcia-Preto, Overview: Ethnicity and Family Therapy. Part I: American Indian and Pacific Islander Families. Sutton, Broken Nose, American Indian Families: An Overview. Tafoya, Vecchio, Back to the Future: An Examination of the Native American Holocaust Experience. Kanuha, Na 'Ohana: Hawaiian Families. Part II: Families of African Origin. Black, Jackson, Familes of African Origin: An Overview. Hines, Boyd-Franklin, African American Families. Kamya, African Immigrant Families. Brice-Baker, British West Indian Families. Menos, Haitian Families. McAdams-Mahmoud, Muslim African American Families. Part III: Latino Families. Garcia-Preto, Latino Families: An Overview. de Korin, de Carvalho Petry, Brazilian Families. Hernandez, Central American Families. R. Rojano, J.D. Rojano, Colombian Families. Bernal, Shapiro, Cuban Families. Vasquez, Dominican Families. Falicov, Mexican Families. Garcia-Preto, Puerto Rican Families. Kusnir, Salvadoran Families. Part IV: Asian Families. Lee, Mock, Asian Families: An Overview. McKenzie-Pollock, Cambodian Families. Lee, Mock, Chinese Families. Root, Filipino Families. Piercy, Soekandar, Limansubroto, Davis, Indonesian Families. Shibusawa, Japanese Families. Kim, Ryu, Korean Families. Leung, Boehnlein, Vietnamese Families. Part V: Asian Indian and Pakistani Families. Almeida, Asian Indian Families: An Overview. Pillari, Indian, Hindu Families. Nath, Pakistani Families. Part VI: Middle Eastern Families. Abudabbeh, Arab Families: An Overview. Dagirmanjian, Armenian Families. Jalali, Iranian Families. Haboush, Lebanese and Syrian Families. Abudabbeh, Palestinian Families. Part VII: Families of European Origin. Giordano, McGoldrick, Families of European Origin: An Overview. McGill, Pearce, American Families with English Ancestors from the Colonial Era: Anglo Americans. DeMaster, Dros-Giordano, Dutch Families. R. Langelier, P. Langelier, French Canadian Families. Winawer, Wetzel, German Families. Killian, Greek Families. Laszloffy, Hungarian Families. McGoldrick, Irish Families. Giordano, McGoldrick, Klages, Italian Families. Araujo-Lane, Portuguese Families. Erickson, Scandinavian Families. Taggart, Scots-Irish Families. Part VIII: Jewish Families. Weltman, Rosen, Jewish Families: An Overview. Ziv, Israeli Families. Mirkin, Okun, Orthodox Jewish Families. Newhouse, Russian Jewish Families. Part IX: Slavic Families. Newhouse, Slavic Families: An Overview. Krestan, Gazarik, Czech and Slovak Families. Folwarski, Smolenski Jr., Polish Families. Appendix: Cultural Assessment.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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