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Record W428178841

Futures of Hypercomplexity

2013· article· en· W428178841 on OpenAlexaboutno aff
Étienne Turpin

Bibliographic record

VenueResearch Online (University of Wollongong) · 2013
Typearticle
Languageen
FieldComputer Science
TopicComputability, Logic, AI Algorithms
Canadian institutionsnot available
Fundersnot available
KeywordsFutures contractBusinessFinance
DOInot available

Abstract

fetched live from OpenAlex

A project by Architecture + Adaptation, featuring work by Inundation 1 studio, exhibition design by Sara E. Dean, with support from the International Institute. This exhibition of architectural research on climate change and the politics of water in Southeast Asia is the work of a 2012 Taubman College design research studio led by Assistant Professor Meredith Miller and Lecturer Etienne Turpin. The studio conducted site-based research in Bangkok, Thailand, in collaboration with architects and planners to develop a comparative analysis of water issues. The students then participated in an international Joint Design Research Workshop with the Universitas Indonesia, Hong Kong University, and Ruangrupa Jakarta. As Southeast Asia's most populous and most dense metropolitan conurbation, and the second largest urban footprint in the world, Jakarta is undoubtedly a city of hypercomplexity. Likewise, Thailand's most populous and most dense metropolitan conurbation, Bangkok, is a city of contemporary hypercomplexity. Recent trends in weather intensification, sea level rise, extreme pollution, and river and coastal inundation, through multiplicative effects, make these two cities key sites for researching the urban and ecological transformations as they influence 21st century Southeast Asian metropolitan existence. An architectural and urban historian with interests in sociology, anthropology, visual cultures, history, and politics, Abidin Kusno (Associate Professor and Canada Research Chair in Asian Urbanism and Culture, University of British Columbia) is exploring the historical and contemporary conditions of urban politics and city life in Indonesia. His research, which examines the roles of cities in shaping the political cultures of decolonization, nation building, and development, provides a cross-disciplinary approach to the study of space, power, and culture, and contributes to urban advocacy. Co-sponsored by the International Institute and Center for Southeast Asian Studies.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.034
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0120.032
Scholarly communication0.0140.016
Open science0.0010.017
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0340.002

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 head0.083
GPT teacher head0.310
Teacher spread0.227 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2013
Admission routes1
Has abstractyes

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