An Inquiry Into the “Agonies” (Agonias) of Portuguese Immigrants From the Azores
Bibliographic record
Abstract
Previous research has found that psychiatric symptom expression is inextricably linked with culture and that psychiatric categories do not necessarily reflect the experiences of people from other cultures. Using a multidisciplinary approach, this study explored the Portuguese culture-specific phenomenon agonias (meaning “the agonies”). Fifty (21 males and 29 females) Portuguese immigrants from the Azores were interviewed concerning their immigration experience, family life, health, healing, suffering, and understanding of agonias. Although there was diversity among the participants’ responses, a cohesive and systemic understanding of agonias arose from the narratives. A link between the somatic symptoms of agonias and psychological processes, social context, and religious beliefs was demonstrated, and highlighted that psychiatric categories are limited when classifying a multidimensional experience like agonias.
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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 | 0.001 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".