From heterotopia to <i>alloútopia</i> : more-than-human geographies of Singapore’s underwater Equarius Hotel
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
There are eight underwater hotels in the world. Drawing from our on-site observations and reflections, in this paper we discuss how one of them, Singapore’s Equarius Hotel, may at first be understood as a heterotopia – a concept coined by Michel Foucault to denote a fully realized utopia. However, we will argue that our original concept of alloútopia (from the Greek alloú, for elsewhere, and topia, for place) is better suited to make sense of the more-than-human dynamics shaping underwater hotel rooms and the human-animal encounters taking place therein. We develop our original concept by drawing from contemporary geographical literature on heterotopias, and more-than-human geographies of aquatic animal encounters. We further outline the usefulness of the concept for a variety of applications across tourist geographies and more-than-human geographies.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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