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
Chapter 1: Introduction: Marriage and Migration in an Age of Globalization Chapter 2: Filipinas in Canada: Deskilling as a Push toward Marriage Chapter 3: Does Marriage Liberate Women from Sex Work? Thai Women in Germany Chapter 4: Sisterhood Is Local: Filipina Women in Mount Isa Chapter 5: Gender, Marriage, and Skilled Migration: The Case of Singaporeans in China Chapter 6: Reflections on Transnational Life-Course and Migratory Patterns of Middle Class Women: Preliminary Observations from Malaysia Chapter 7: Migrating for the Children: Taiwanese American Women in Transnational Families Chapter 8: Wife, Mother, and Maid: The Triple Role of Filipino Domestic Workers in Spain and Italy Chapter 9: International Marriage through Introduction Agencies: Social and Legal Realities of Asian Wives of Japanese Men
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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