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Record W2562322992 · doi:10.2495/sdp-v12-n4-752-762

Place-Making and its Implications for Social Value: a Comparison Study of two Urban Squares in London

2016· article· en· W2562322992 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicUrban and Rural Development Challenges
Canadian institutionsnot available
Fundersnot available
KeywordsValue (mathematics)Least-squares function approximationSociologyGeographyStatisticsMathematics

Abstract

fetched live from OpenAlex

This article aims to investigate the impact of place-making on the social value attached to two recently developed public squares in London. Empire and Bermondsey developments were developed with the explicit intention to have a public open space that is available for its residents and the surrounding community. Place-making supports the concept of generating places that improve the relationship between users and space, by increasing a sense of place. In this respect, social value is an intangible benefit that can be captured from places that shape community attitude and might often cater to necessary activities but is essential to everyday functions. Based on an extensive review of the literature and empirical work, this article will explore the similarities and differences between these two squares to deliver a better understanding of the reasons behind the urban design as a place-making tool in generating social values attached to physical spaces. These two squares are comparable in size, physical setting and geographical and social context providing unique contexts for socio-spatial analysis. This study follows a case-study approach. For both case studies, there are 100 surveys and 33 semi-structured interviews in total conducted with participants at the squares. Also, many site observations for this study have been taken, in both cases, at different times of the day tracking human movement, activities, spatial qualities, social interactions and spatial interrelations. The data gathered facilitate explicit connections between the behavioural, perceptual and social dimensions. These relationships are essential to understanding the role of urban design in adding social value. This study demonstrates the complex nature of the generation of social value in urban spaces through place-making.

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.

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)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.078
Threshold uncertainty score0.250

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 science0.0000.000
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 head0.063
GPT teacher head0.382
Teacher spread0.318 · 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