Evaluation of Selected Components of Standard of Living and Quality of life within a Polish Diaspora: the Example of the Greater Toronto Area
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 main goal of the article is to describe selected components of standard of living and quality of life within the Polish diaspora of the Greater Toronto Area which includes four districts: Halton, Peel, York and Durham. An author-composed model of mutually affecting objective factors (standard of living) and subjective factors (quality of life) will be presented in the paper. Individual factors (demographic, social, cultural, economic, legal, educational, geographical, and health-related) included in the field research among respondents and based on assigned indices influencing the quality of life in the Polish diaspora of the Greater Toronto Area, will be presented. The evaluation of satisfaction with areas of life selected by the Canadian Polish diaspora will be discussed, as well as their evaluation of standard of living in the Greater Toronto Area, such as Polish schools, parishes, travel agencies, and non-governmental organisations (such as the Song and Dance Ensemble or scouting). Their evaluation of whether their needs were met and accessibility to selected components of the city will also be analysed. Data correlating the length of time respondents have lived in Toronto, and a general evaluation of the quality of life will be presented.
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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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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