Initial part of longitudinal research on psychological and social adaptation including personality problems with Polish immigrants in Canada
Bibliographic record
Abstract
Background The psychology of personality is cognitively one of the most interesting fields. In its full extent it tries to correspond to questions concerning the individual and his or her psychological life. Different personality variables manifest themselves in human everyday actions, and affect decision making and, along with intelligence, the way of adaptation to new environmental conditions. Participants and procedure The presented work is a result of the initial longitudinal examination conducted in the second half of the 1980s on a group of 44 Polish immigrants to Canada. The second part of this study is continued on the same sample of respondents after 25 years. Results The emigration waves caused by economic transformations in the eighties, just as is happening currently, in the country of origin grew to huge numbers. It shows the interactive process of changes taking place not only in society but also in the notion of the individual. Adaptive problems show themselves in all aspects of emigrants’ lives. Motivation, discrimination, employment, frustration and mental health become the resultant of personality factors manifested in the ways of adaptation to new, extremely different conditions of everyday life. Conclusions This examination, in spite of the time in which it was conducted, is gaining in value, particularly at present. In our times we have also observed mass emigration of young, educated citizens who, similarly to the emigration of the 1980s, are coming across the same adaptive problems.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".