Feathered Roots and Migratory Routes: Immigrants and Birds in the Anthropocene
Bibliographic record
Abstract
Human mobility necessitates that people adapt not only to a new society but also to a new natural environment and biodiversity. We use birds as biodiversity proxies to explore the place experiences of 26 Latin Americans adapting to Canada and the United States. Using interviews with open-ended questions, we prompted participants to identify birds that were linked to remarkable experiences in both places of origin and immigration, which we coded respectively as “roots” and “routes.” Participants reported foundational keystone species linked to their cultural heritage and conspicuous key species they associated with self-realization in the new place. Linking species, involving connections between roots and routes, triggered a process of place recalibration in association with key and keystone birds that worked as points of reference. We suggest that biodiversity offers critical social functions that need to be addressed by social integration programs promoting conviviality between humans and nature in the Anthropocene.
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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 | 0.000 | 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 | 0.001 | 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) | 0.000 | 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 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".