From Natural to Novel: The Cognition-Broadening Effects of Contact With Nature at Work on Creativity
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
Historical and contemporary accounts suggest that natural elements can facilitate creativity in one's work. Despite this potential connection, researchers have largely overlooked how nature may enhance employees’ creativity, an oversight that takes on additional meaningfulness in light of increasing investments by organizations in work designs that bring employees in contact with nature. In this paper, we draw from attention restoration theory (ART) to develop a model explaining how contact with nature at work may affect employee creativity—via broader cognitive processing. In addition, we follow the guidance of ART to deepen our understanding of for whom the creativity-generating effects of nature will be most impactful. Specifically, we describe how employees with high levels of openness to experience are particularly primed to experience expanded cognitive processing due to contact with nature at work. We test this model using a mixed-method research approach: two online experiments in the United States (Studies 1 and 2); two multiwave, multisource field studies in Taiwan and Indonesia (Studies 3 and 4), and an experience-sampling field study in Canada (Study 5).
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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 it