MétaCan
Menu
Back to cohort
Record W2860834614

Reframing spatial practices in processes of social inclusion of migrants and local communities in the reactivation of historic urban landscapes.

2018· article· en· W2860834614 on OpenAlexaboutno aff
Federico Wulff, Oscar Brito

Bibliographic record

VenueORCA Online Research @Cardiff (Cardiff University) · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicUrbanization and City Planning
Canadian institutionsnot available
Fundersnot available
KeywordsCognitive reframingContext (archaeology)Inclusion (mineral)European unionArchitecturePolitical scienceRefugeeDisplaced personSpatial planningUrban planningQuarter (Canadian coin)Economic growthGeographyDevelopment economicsEconomySociologyEnvironmental planningCivil engineeringEngineeringGender studiesBusinessLawInternational trade
DOInot available

Abstract

fetched live from OpenAlex

In recent years, there has been an unprecedented exodus of persons displaced from conflict torn regions to Europe. In the third quarter of 2016, about 183,000 people were granted protection status by the European Union member states (Eurostat, 2017) that allowed them to become refugees. This is by far the most significant influx of people the European continent has experienced since WWII. So far, current European public urban management, planning models, urban and architectural design methodologies have proven to be unable to give creative, dynamic and sustainable responses to this complex and rapidly evolving crisis. In this context, it is crucial to reframe the role of architecture and spatial practices, as agents of social and spatial inclusion and regeneration at different scales. We are interested in analysing how participatory design strategies might facilitate a collective engagement of diverse communities in the reactivation of historic urban landscapes and how this foster the production of local social capital (Gaunlett 2011), nurturing empathetic communities and delivering ‘collaborative inclusion’ (Manzini, 2015) as a mean to assert their civic identity. This paper explores the potential that tactical urbanism and tactical placemaking have in articulating inclusive processes of spatial production in the public realm that might enable migrants, refugees and locals in risk of social and spatial exclusion, to participate in the (re)definition and (co)production of social space, fostering their active participation as an agent of their own resilient empowerment.

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)0.007
metaresearch head score (Gemma)0.006
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0110.051
Scholarly communication0.0110.010
Open science0.0020.020
Research integrity0.0020.003
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 head0.076
GPT teacher head0.362
Teacher spread0.286 · 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

Citations0
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueORCA Online Research @Cardiff (Cardiff University)Same topicUrbanization and City PlanningFrench-language works237,207