Applying Positive Psychology in the Study of Extreme Environments
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Positive psychology orientation for the selection of personnel for isolated, confined environments and extreme and unusual environments is presented. It is suggested that personnel for isolated environments be selected for their ability to live and work in such an environment. The traditional negative psychology orientation focuses on characteristics such as demanding work, long stretches of empty time, unusual circadian rhythms, problems with group and interpersonal relationships, narrowed cognitive focus, cross-cultural differences, flattened leadership hierarchy, excessive interpersonal intimacy, and interaction with off site management. A positive psychology orientation focuses on the natural grandeur of the environment, mystery, efficiency, coziness, comfort, novelty and familiarity, improvisation, free time, time out from daily hassles, and social group characteristics such as camaraderie, intimacy, inderdependence, superordinate goals, and belonging to an elite group.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it