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
It is a common conception that immigrants face numerous problems and considerable stress in the process of adjustment to a new culture. The life satisfaction of immigrants from India was assessed using the Satisfaction With Life Scale (Diener et al., 1985). As predicted by judgment theory (Micholas, 1986), it was found that Indian immigrants judge their own well-being in comparison to relevant others, such as their peers back home, the majority white community in Canada and other Indian immigrants. Their satisfaction was also predicted by the discrepancy between what they have in Canada and what they feel they could have had if they had stayed in India, with respect to raising children, freedom in making day-to-day decisions, opportunity to realise personal goals and amount of respect. Life satisfaction was correlated with perceived discrimination, guilt over leaving the country of birth and perception of social support, but not with education, socio-economic status, or perception of day-to-day comforts.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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