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Record W4387059261 · doi:10.18280/ijsdp.180923

The Role of Connectivity and Integration in Cultivating Attractive Values: A Space Syntax Study of Al-Amal Housing Project, Basra

2023· article· en· W4387059261 on OpenAlexvenueno aff
Wazeen Wafeeq Nasser, Rana Mazin Mahdi

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2023
Typearticle
Languageen
FieldEngineering
TopicUrban Design and Spatial Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsSpace syntaxSyntaxSpace (punctuation)Regional scienceArchitectural engineeringBusinessPolitical scienceComputer scienceSociologyEngineeringArtificial intelligenceOperating system

Abstract

fetched live from OpenAlex

This study, set within the context of contemporary housing projects, focuses on the development of urban values through mechanisms associated with the intervention strategy, particularly the flexible juxtaposition mechanism to ensure its permanence.The research springs from the requirement for residential environments boasting attractive urban standards that are amenable to intervention and development.The study uses the housing project of hope in Basra-Iraq, one of the most popular contemporary residential projects, as a case study.The research aims to articulate an intervention mechanism by developing a theoretical framework based on the juxtaposition mechanism.This mechanism facilitates the development of values and enhances their robustness over time.The research provides comprehensive knowledge about the positive relationship between values and their development mechanism within the residential landscape context.The study addresses the research question concerning the nature of the relationship between the intervention strategy mechanisms and housing stability.It employs morphological analysis through the ArcGis program, which gauges the main axis network of the selected residential project and its relationship with the neighborhoods and the mother city.The analysis used indicatorsconnectivity, integration, and controlat the level of the residential project and the whole with the mother city.In addition to using a descriptive analysis form with expert assistance to identify the attractive factors of modern housing and analyze them, the study leads to conclusions that indicate the most important urban values influencing and attracting the site are its connectivity and integration with the mother city and the neighborhoods.The methods used to measure these values can be applied to establish laws and standards for designing successful environments using interventional mechanisms.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
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
Bibliometrics0.0020.002
Science and technology studies0.0030.003
Scholarly communication0.0020.002
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.015
GPT teacher head0.257
Teacher spread0.241 · 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 designObservational
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

Citations2
Published2023
Admission routes1
Has abstractyes

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