Bibliographic record
Abstract
Abstract This is the first large epidemiological study of the Sense of Coherence concept carried out in a non-western culture. One adult from each of 456 families living in northern Thailand filled in the Sense of Coher-ence scale (SOC) and checklists measuring anxiety, depression and self-esteem. The mean value for SOC was comparable with western studies. High SOC was related to high self-esteem and low distress scores in the parents. The same associations were found between parental SOC and the perceived competence and behaviour problems of the children. High SOC acted as a protective factor in high socio-economic stress situations. Key words CBCL • competence • epidemiological • self-esteem • sense of coherence • TRF Longitudinal studies by Werner and Smith (2001) and others have shown that in order to understand the development of behaviour problems in Vol 40(4): 585–600[1363–4615(200312)40:4;585–600;038910] Copyright © 2003 McGill University transcultural psychiatry
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.696 | 0.493 |
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".