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Record W2606817542 · doi:10.1017/s1359135515000196

This is not a mountain!: simulation, imitation, and representation in the Mountain Dwellings project, Copenhagen

2015· article· en· W2606817542 on OpenAlexaboutno aff
Deniz Balık, Açalya Allmer

Bibliographic record

VenueArchitectural Research Quarterly · 2015
Typearticle
Languageen
FieldEngineering
TopicArchitecture and Computational Design
Canadian institutionsnot available
Fundersnot available
KeywordsFacadeGeographyRainwater harvestingParliamentEnvironmental planningArchitectural engineeringUrban planningQuarter (Canadian coin)ArchitectureCivil engineeringEngineeringArchaeologyPolitical science

Abstract

fetched live from OpenAlex

The Mountain Dwellings project, located in the centre of the Ørestad district of southern Copenhagen, was built in 2008 by Bjarke Ingels Group (BIG). Together with BIG’s other housing projects nearby, namely the VM Houses and the 8 House, the building is a part of the urban development carried out under the ‘Ørestad act’, initiated by the Danish Parliament in the 1990s. This promoted the development of a new contemporary urban quarter of dwelling, studying, and working. With an attempt to reinforce the vibrant urban fabric of the district, various buildings of residential units and public spaces have been built, in addition to the improved green areas and rainwater canals.

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)0.004
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.034
Threshold uncertainty score0.068

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.007
Scholarly communication0.0050.003
Open science0.0010.005
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.115
GPT teacher head0.376
Teacher spread0.261 · 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 designNot applicable
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

Citations3
Published2015
Admission routes1
Has abstractyes

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