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Lifestyles and cities of the future. Rome and Montreal: comparing two realities

2022· article· en· W4299621172 on OpenAlexaboutno aff

Bibliographic record

VenueIRIS Research product catalog (Sapienza University of Rome) · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicHealthcare Facilities Design and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsArchitectureComputer scienceGeographyArchaeology

Abstract

fetched live from OpenAlex

This article presents the results of an international research project carried out in Italy and Canada, conducted by architects, landscape architects, sociologists and medical doctors. The study originated in the conviction that health and well-being are crucial objectives integrated within the notion of a sustainable city. For this reason, the configuration of urban space plays a decisive role in defining lifestyles and can contribute to improving the welfare of citizens. Many of today’s diseases are caused by a sedentary lifestyle; it is essential, therefore, to centre prevention on the promotion of physical well-being encouraging an active lifestyle, which can be achieved by changing the urban structure. With the aim of bringing about sustainable and healthy lifestyles, streets are in vogue. Streets are meeting and experimental places, theatres of everyday life and settings for cultural events. They provide crucial urban space for people and, in the context of urban studies, offer intellectual research nourishment to reflect on this fundamental element of the structure of the city. The research project presented here is aimed at encouraging active lifestyles, walkability and the use of public transport by facilitating accessibility to four sites in Rome and Montreal, and by exploring the potential leveraging of existing infrastructures and services. The research-based design proposals start with the idea of redeveloping the system of public spaces, beginning with the increase of bicycle and pedestrian routes in relation to schools, commerce, sports facilities and archaeological heritage. The goal is to build feasible, safe, recognisable and attractive routes and well-equipped public spaces in order to discourage the use of private vehicles, especially for short trips. The projects presented here are based on a systemic vision and make use of existing, but often abandoned or undervalued, spaces and resources.

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 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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.157
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.003
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.059
GPT teacher head0.336
Teacher spread0.277 · 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; both teacher heads agree on what is shown here.

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
Published2022
Admission routes1
Has abstractyes

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