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
The following is a brief overview of selected topics and research agendas in migration studies presented at the XIX ISA World Congress of Sociology (July 15-21, 2018, Toronto, Canada). Migration studies occupied a prominent place at the Toronto Congress: More than 100 sessions (out of app. 1000) with more than 500 presentations were directly related to the issues of migration. They overwhelmingly concerned transnational migration in all its diversity. To provide even a cursory overview of this rich material is practically impossible. However, an attempt at presenting several salient topics and research agendas is worth making. This overview will focus on new concepts and research agendas in migration studies, on forced displacement, and on privileged migration.
 Аcknowledgements. This publication was supported by the Russian Science Foundation, Project No 16-18-10092 “Social risks of the international youth migration in contemporary Russia”.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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