Positive psychology (happiness, openness and empathy and beliefs about the peace process in Northern Ireland.
Bibliographic record
Abstract
This study examined the link between positive psychology and peace psychology. The aim was to establish if a relationship existed the Positive Psychological variables of Happiness, Openness and Empathy and Beliefs about the Peace Process in Northern Ireland. 82 participants, sourced from a convenience sample of undergraduate students, completed a 34-item questionnaire that included four psychological measures; the generalized belief Measure, the subjective happiness scale, the Toronto empathy questionnaire and the Big Five inventory (openness questions only). Non-parametric correlational tests were conducted, including a Kendall’s Tau and Spearman’s rho. Results indicated a significant relationship did not exist between Happiness, Openness and Empathy and Beliefs about the Peace Process. However, a small, statistically significant correlation was found between Geographical Proximity to Northern Ireland and Beliefs about the Peace Process (rs (82) = 0.23, p = .038). Author keywords: Positive Psychology, Peace Psychology, Peace Process
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".