Bibliographic record
Abstract
O artigo analisa o comportamento, as estratégias e as barreiras encontradas pelos empresários portugueses na Área Metropolitana de Toronto, Canadá. Nossa atenção se centra na utilização dos recursos comunitários ("étnicos") e na maneira pela qual estes recursos contribuem para a formação, manutenção e êxito dos negócios de propiedade portuguesa. Os dados para este estudo foram obtidos através de um questionário entregue a 54 empresários de Toronto. Os dados coletados nos questionários indicam que os empresários portugueses estão altamente vinculados aos recursos de sua comunidade - redes de confiança e amizade, bem como laços comunitários - para estabelecer e manter seus negócios. A este respeito, as evidências sugerem que os empresários portugueses estão apoiados por una forte rede étnica que contribui ao êxito de seus negócios étnicos, e por consequência, ao êxito de una economía étnica portuguesa en Toronto.
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How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".