Remains of communism: an autoethnographic study of a Romanian-Canadian girl
Bibliographic record
Abstract
<p>People migrate every single day and have been doing so since the beginning of the humankind. It is not something new, nor something out of the ordinary. That being said, all stories of migration are different depending on the push and pull factors of both the country of origin and the country of migration. Through this paper, I want to acknowledge my story and how it is different. I was born in post-communist Romania to a family that had lived their entire life in a wildly aggressive communist regime. I grew up in Romania in what was called a "democracy" at the time. My growing up however, was not democratic at all. Communism in Romania had never quite dissipated. While there is a sense that communism fell nearly overnight, in truth, the system was not so quickly dismantled. As a result, my entire childhood was influenced by the remains of communism.</p>
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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 | 0.008 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".