MétaCan
Menu
Back to cohort
Record W2330928475 · doi:10.1177/0096144216641374

The Janus-Faced Shopping Center: The Low Countries in Search of a Fitting Shopping Paradigm

2016· article· en· W2330928475 on OpenAlexaboutno aff
Janina Gosseye

Bibliographic record

VenueJournal of Urban History · 2016
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicFinancial Crisis of the 21st Century
Canadian institutionsnot available
Fundersnot available
KeywordsTypologyCenter (category theory)Context (archaeology)PhenomenonJanusRegional scienceAdvertisingShopping mallMarketingPolitical scienceEconomic geographySociologyBusinessGeographyComputer scienceArchaeology

Abstract

fetched live from OpenAlex

When in the mid-1950s, the shopping center typology reached the Low Countries, it confronted governments, policy makers, architects, and planners with the question of how to introduce and adapt this novel commercial typology to the local context. To respond to this question, several “missions” were organized to study this phenomenon abroad. The conclusion was that two distinct shopping center paradigms existed: the American model, as it could be observed in the United States and Canada, and the European model, as it had emerged in Sweden, France, and Great Britain. This article investigates what these missions identified as the distinctive characteristics of these two shopping center models, and which specific recommendations regarding urban and suburban retailing and distribution were derived from them. Finally, the article examines how these suggestions were implemented in or translated into the first shopping center designs in the Low Countries: “Shopping 1” in Genk (Belgium) and Amstelveen shopping center in the Netherlands.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0060.011
Scholarly communication0.0100.004
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.026
GPT teacher head0.206
Teacher spread0.180 · 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 designQualitative
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
Published2016
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Urban HistorySame topicFinancial Crisis of the 21st CenturyFrench-language works237,207