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Record W4417247595 · doi:10.1525/001c.146650

From Cybernetics to Cloud Forests: Media Architectures of Ambient Modernity in the Tropics

2025· article· en· W4417247595 on OpenAlexafffund
Nadine Chan

Bibliographic record

VenueMedia+Environment · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicWater Governance and Infrastructure
Canadian institutionsUniversity of Toronto
FundersUniversity of Toronto
KeywordsModernityCyberneticsRealmArchitectureNew mediaPremiseEarth system scienceAnthropocene

Abstract

fetched live from OpenAlex

In Cloud Forest and Flower Dome, Singapore’s hot and wet tropical climate is transformed into cool montane forest and arid Mediterranean desert through climate-controlling architecture and artificial weather. These two massive glass and steel enclosures offer visitors a journey through “natural” environments in the comfort of cool air. Emerging from a genealogy of atmospheric modification in colonial and postcolonial Singapore, particularly the manipulation of atmospheric humidity, the biomes are an example of the state’s fascination with the art of ambient modernity. This paper conceptualizes modernity as something inhaled, inhabited, calibrated, and calculated through entangled apparatuses of elemental and technological mediation. Elemental media such as air, solar radiation, vapor, glass, and concrete work in concert with technological media such as sensors, computers, and self-learning algorithms to condition interior atmospheres. These media complexes (of glass, moving air, hygrometers, computers, and so on) are what I refer to as “media architectures”—that is, systems of media and mediation that prefigure, process, and manufacture environments and shape the possibilities of life within them. Whether staging the realm of an organism’s possible behavior through walls and floors or through informational feedback loops, designing systems is the premise of the fields of both architecture and cybernetic theory. The biomes’ conditioning of ambient modernity alerts us to how environmental media studies needs to address both fields to better understand itself as a study of control (and controlled) systems. This paper examines how these media architectures emerge out of distinct intersections in the history of (post)colonial architecture, cybernetic theory, and state capitalism. As contributors to the problem of waste heat, the biomes furthermore reveal how the making of ambient modernity is dependent upon entrenched histories of thermal inequality— networks of migrant labor with roots in nineteenth- and twentieth-century extractive colonial industries.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.710
Threshold uncertainty score0.681

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.010
GPT teacher head0.241
Teacher spread0.230 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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