The search for paradise: amenity migration and the growing pains of Western Canadian mountain towns.
Bibliographic record
Abstract
"La migración no es un fenómeno nuevo, sino que ha estado ocurriendo desde elnacimiento de la historia de la humanidad. Lo nuevo es que hacia el final del segundo milenio cambió la motivación que origina la migración. En el pasado la gente se trasladaba principalmente en búsqueda de comida, o luego, por razones económicas. Ahora, se aprecia un movimiento significativo de personas a causa del deseo de alcanzar un estilo de vida particular: los migrantes buscan un entorno y una cultura diferente, asociada a las zonas rurales y, en particular, a las zonas rurales situadas en regiones costeras o de montaña. La investigación basada sobre todo en el análisis de datos secundarios y en observación no participante en estas comunidades, indaga en las características de estas migraciones por amenidad en el Oeste Canadiense, analizando los impactos generados por el fenómeno y la crisis de crecimiento de los pueblos de montaña de esta región."
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".