Quo vadis research on spatial atmospheres?
Bibliographic record
Abstract
This paper offers a multidisciplinary overview on the concept and reality of affective and spatial atmospheres.Initially, the paper provides a synopsis on the disciplinary origins of the concept in philosophy, cultural geography and architecture, and then outlines how tourism research has more recently started adopting the atmosphere perspective.Research on spatial atmospheres has primarily been concerned with collective affective phenomena in space, but has also been characterised by inconclusive debates regarding where transpersonal affect ultimately emanates from (quasi-objective environmental origins vs relational body/'Leib'-centred origins).While these are important debates which have implications, the practical and empirical operationalisation of the atmosphere concept is just as relevant.This holds particularly for tourism, where providers try to engineer desired moods and ambiances.The paper concludes by identifying current gaps in the literature and outlines future directions for research into atmospheres, in the tourism field and beyond.
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.025 |
| Scholarly communication | 0.009 | 0.017 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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".