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Record W2027480983 · doi:10.1136/jech-2013-202386.3

CITY'S PLANNING ERAS: DESIGNING NEIGHBOURHOODS TO PROMOTE PHYSICAL ACTIVITY IN CHILDREN IN SASKATOON

2013· article· en· W2027480983 on OpenAlexaffabout
Ha Le, Nazeem Muhajarine

Bibliographic record

VenueJournal of Epidemiology & Community Health · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicUrban Transport and Accessibility
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsNeighbourhood (mathematics)WalkabilityBuilt environmentPedestrianDestinationsGeographyUrban designPoison controlLevel designUrban planningEnvironmental healthMedicineComputer scienceEngineeringCivil engineering

Abstract

fetched live from OpenAlex

Objectives Smart Cities, Healthy Kids (SCHK) is a population-level intervention study examining neighbourhood planning and design on children's physical activity. The general hypothesis of this study, which takes a ‘whole-of-a-city’ approach to examining urban design, and over the length of time since the city's founding, is that city's planning eras have a varied and measurable effect on children's physical activity. Methods 1610 Saskatoon children between ages 10 and 14, from 59 residential neighbourhoods were surveyed during elementary school hours from April to June 2010 using the Modifiable Activity Questionnaire for Adolescents (MAQ-A) and a purpose-built survey. Data collected from 1610 children constituted Level 1 (or individual-level) variables. Four eras of neighbourhood designs were assessed in this study: (1) core neighbourhoods that follow a grid-pattern, developed before 1930, (2) fractured grid-pattern neighbourhoods, developed between the 1930s and mid-1960s, (3) curvilinear-pattern suburban development areas, developed between the mid-1960s through to 1998, and (4) mixed curvilinear-pattern neighbourhoods built from 1998 to date. Using two instruments for neighbourhood observation (Neighbourhood Active Living Potential and Irvine-Minnesota Inventory) we measured eight domains of neighbourhood-built environment characteristics: Activity Friendliness, Density of Destinations, Diversity of Destinations, Pedestrian Accessibility, Universal Accessibility, Safety from Crime, Safety from Traffic and Attractiveness. These eight domains and neighbourhood level social variables constituted Level 2 (or contextual-level) variables. Descriptive analysis and multilevel models were used to assess the significant individual and contextual factors associated with children's physical activity. Results The results showed that 38% of children were considered physically active enough to receive health benefits (>8 kilocalories per kilogram of body weight per day). Children are more physically active in their free play than in their registered activities. At individual level, female children are less physically active than male children; children who reported high scores of perceived walkability of neighbourhoods are more physically active than children with lower score; children of mothers with university degree are more physically active than those of mothers with high school or less education; children from high socio-economic status (SES) families were more active than children from low SES families. At the neighbourhood level, children living in neighbourhoods built in Era 3 (1966–1998) are more physically active than those living in older neighbourhoods (Era 1, 1906–1930). Children from neighbourhoods where the housing affordability was higher had higher level of physical activity than those from neighbourhoods with low housing affordability. Conclusions Slightly more children in this study reported a level of physical activity that is considered beneficial for health compared with reports from similar studies in Saskatoon in recent years. A mixture of individual and neighbourhood factors were significantly associated with physical activity intensity. Importantly, neighbourhood-built environment, as represented by the neighbourhood design eras, were independently associated with physical activity intensity. Contrary to expectations, children who lived in neighbourhoods that were less dense with curvilinear road network patterns were more intensely physically active compared with more dense, grid-pattern neighbourhoods. Traffic and social safety are likely strong mitigating factors that promotes children's physical activity. Further research is necessary to parse out in detail the complex relationships involved in built environment and physical activity in children.

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)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.669
Threshold uncertainty score0.658

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.109
GPT teacher head0.433
Teacher spread0.324 · 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".

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Citations0
Published2013
Admission routes2
Has abstractyes

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