CONCEPTUAL MODELS: THE RELATIONSHIP BETWEEN BUILT … · 2011. 5. 4. · Lawrence Frank and...
Transcript of CONCEPTUAL MODELS: THE RELATIONSHIP BETWEEN BUILT … · 2011. 5. 4. · Lawrence Frank and...
CONCEPTUAL MODELS: THE RELATIONSHIP BETWEEN
BUILT ENVIRONMENT AND HEALTH
© Region of Peel 2008 2
TABLE OF CONTENTS Acknowledgements 3 Description of Process 4 Overview Model: From Built Environment to Public Health 8 Aggregate Models:
Neighbourhood Design 10 Air Pollution 11 Pedestrian Safety 12 Mental Health 13
Subcomponent Models:
Neighbourhood Design 17 Air Pollution 23 Pedestrian Safety 30 Mental Health 36
© Region of Peel 2008 3
ACKNOWLEDGEMENTS Conceptual Models:
Source: From Built Environment To Health: An Evidence and Best Practices Based Review Lawrence Frank and Company, December 2007
Created by: Paul Conway – Office of Public Health Practice Public Health Agency of Canada – January 2008
Project Team: Paul Conway, Systems Analyst, Public Health Agency of Canada
Dr. David Mowat, Medical Officer of Health, Peel Public Health Gayle Bursey, Director, Chronic Disease & Injury Prevention, Peel Public Health Bhavna Sivanand, Project Specialist, Chronic Disease and Injury Prevention, Peel Public Health Aarti Soni, Project Specialist, Chronic Disease and Injury Prevention, Peel Public Health Steering Committee Members: Louise Aubin, Manager, Environmental Health, Peel Public Health Kiran Ghai, Research and Policy Analyst, Environmental Health, Peel Public Health Teresa Pisani, Planner, Environment, Transportation and Planning Services Dawn Machado, Supervisor, Family Health, Peel Public Health
© Region of Peel 2008 4
DESCRIPTION OF PROCESS
Systems thinking is an approach for viewing and understanding the real world, and its associated issues and problems through the construction, analysis, and communication of models. Models are excellent illustration techniques for identifying component parts of a system. Component parts are best understood within the context of their relationships with other system parts, rather than in isolation. Consistent with systems philosophy, systems thinking concerns an understanding of a system by examining the linkages and interactions between the variables that compose the entirety of the overall system. Systems thinking attempts to illustrate that events are separated by distance and time and that small catalytic events can cause large effects in complex systems. Acknowledging that an improvement in one area of a system can adversely affect another area of the system, it promotes organizational communication at all levels in order to avoid the silo effect. Systems thinking techniques may be used to study any kind of system — natural, scientific, engineered, human, or conceptual. Peel Region has been applying systems thinking to better understand the effects of urban form on the health of populations. The report entitled First Draft of Evidence and Best Practices Review, by Lawrence Frank and Company was used as the basis for the systems-based modelling activities. The modelling activities applied a top-down/ bottom-up approach in which the following tasks were conducted: document analysis, identification of components and component parts, illustration of components and component parts, illustration of component part relationships, and illustration of component relationships. Document analysis consisted of gaining contextual knowledge of the document’s contents. Components were determined by the subject headings, or chapters, of the Lawrence Frank and Company report. The component parts were determined by the section or paragraph heading of each component and referenced on the models by page number (appearing within brackets). Component parts relationships were determined through the understanding of variable relationships, either positive (reinforcing) or negative (balancing), as identified by studies referenced within the report. Finally, component relationships were aggregated based on the estimation of requirements by the modelling authority without direction from Peel Region. A final high-level aggregate (Contextual Model) was then synthesized, without Peel Region direction, from the four component models thereby completing the top-down/ bottom-up approach. The components consist of Built Environment - Neighbourhood Design, Air Pollution, Pedestrian Safety, and Mental Health.
© Region of Peel 2008 5
The component parts of Built Environment – Neighbourhood Design are: Neighbourhood Design, Other Influential Factors, Building and Site Design, Street Design and Pedestrian/ Cyclist Facilities, Floor Area Ration, Health Impacts of Obesity, Physical Activity, Diet and Body Weight, Overall Neighbourhood Walkability, Street Connectivity, Density and Land Use Mix, Transit Service and Street Design/ Pedestrian Facilities. The component parts of Air Pollution are: Exposure to Air Pollution, Per Kilometer Pollution Emission Rates, Regional Air Pollution, Localized Air Pollutants, Factories, Power Plants and Rail Corridors, Micro-Environmental Conditions, Regional Air Pollution (2), Global Air Pollution, Health Impacts of Air Pollution, Deviation from Weather Norms, Neighbourhood Walkability Index, Vehicle Miles Travelled, Access to Public Transit, Employee Transit/ Ridesharing, Employment Centers, Vehicle Miles Travelled (2), Walkability Index (2), Residential Density, Key Outcome Indicators, Key Outcome Indicators (2), Health Benefit Conflict, and Employment Density. The component parts Pedestrian Safety are: Severity of Collisions, Pedestrian Safety, Health Impacts of Traffic Crashes, Safety of Walking Environment, Pedestrian Exposure to Traffic, Traffic, Speed, Volume and Street Design, Mid-Block Crosswalks, Pedestrian Crash Risk, Driver Awareness of Walkers/ Cyclists, Holistic Application of Interventions, and Intersection Safety. The component parts of Mental Health are: Community Social Support, Proximity to Nature, Time Spent Driving, Physical Activity, and Time Spent Driving (2). Paul Conway, Office of Public Health Practice Public Health Agency of Canada
© Region of Peel 2008 6
THE MODELS
© Region of Peel 2008 7
Overview Model: From Built Environment to Public
Health
(Layer 1)
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Aggregate Models:
Physical Activity / Neighbourhood Design Air Pollution
Pedestrian Safety Mental Health
(Layer 2)
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Subcomponent Models
The aggregate models have been repeated in this section for ease of comprehension
(Layer 3)
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Physical Activity / Neighbourhood Design
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Air Pollution
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Contextual Model
Layer – Air Pollution – Local, Micro Conditions (21)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
Per Capita
Emission Production
Development
Density
Exposure
Rates- +
Localized Air Pollutants (21)
Localized
Air Pollutants
Lead
Carbon
Monoxide
Particulate
Matter
Airborne
Toxins
Concentration
Near Source
Health
Risk Proximity
to Population
Amount
of Pollution
Factories, Power Plants
and Rail Corridors (21)
Traffic
Conditions
Speed
Congestion
Vehicle
Mix
Emission
Levels
Exposure
Potential
Climatic
Conditions
Rain
Wind
Proximity
To Source
Time Spent
Walking/ Cycling
Land Use
Characteristics
Local
Variation
Building
Distance
Micro-Environmental Conditions (21)
Regional
Air Pollutants
Concentrations
Area
Geography
Area Weather/
Climate Conditions
Area/ Local
Pollution Levels
Upwind
Pollution Source
Wind
Speed
Wind
Direction
Regional
Air Pollution (21)
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
© Region of Peel 2008 24
Contextual Model
Layer – Air Pollution – Global, Health Impacts (21, 22)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
Global Air Pollution
(CO2)
Climate
Change
Natural
Disaster Risk
Food
SecurityDisplaced
Population
Health
Impacts
Predictability
Severity
Disease
Rates
Global Air Pollution
(21, 22)
Airborne Fine
Particulate Matter
Pollution
Level
Ozone
Level
Inhalation
of Pollutants
Time Spent
in TrafficCongestion
Breathing
Levels
Outdoor
Exercise
Lung Function
Effectiveness
Population
Vulnerability
Heart
Disease
ElderlyYouth
Incidence Of
Respiratory Disease
Hospital
Admissions Premature
Deaths
Health
Care Costs
+ +
+
+
+
+
+
-
-
-
+ +
+
Health Impacts of Air
Pollution (23)
CO2
Emissions
Greenhouse
Gas Emissions
Deviation From
Weather Norms
Potential Negative
Impacts on Habitats/
Food Production
Severity/ Extremes of
Weather Events
+
+
+
+
Deviation From Weather
Norms (23, 24)
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
© Region of Peel 2008 25
Air
Pollution Generation
Contextual Model
Layer – Air Pollution – Exposure, Emission Rates, Regional Levels (21)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway - Public Health Agency of Canada, January 29, 2008
Vehicle
Exhaust Output
Emission
Control Devices
Effectiveness
Vehicle
Use Pollutant
Substance Composition
Particle
Size
Source
Distribution
Pattern
of Distribution
Land
Use Patterns
Exposure
Risk
Health
Impacts
LevelsPopulation
Density
Physical Separation
Between People
and Vehicles-
+
-
Exposure to Air Pollution (21)Per Capita
Vehicle Miles
Traveled
Number of
Vehicle Trips
Per Kilometre Pollution
Emission Rates
Engine
Temperature
Weather
Travel
Time
Travel
Distance
Walking/
Cycling
Traffic
Congestion
+
-+
-
-+
Per Kilometre Pollution
Emission Rates (21)
Wind
SpeedWind
Direction
Upwind
Pollution Source
Regional
Air Pollutants
Area/ Local
Pollution Levels
Concentrations
Area
Geography
Area Weather/ Climate
Conditions
Great Lakes Basin
Climate Conditions
Regional Air Pollution (21)
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
+
+
+
+
+ +
© Region of Peel 2008 26
Contextual Model
Layer – Air Pollution – Neighbourhood Walkability, VMT, Employment Centres (25)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
Land
Use Mix
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
Residential
Density
Retail Floor
Areas Ratio
Street
Connectivity
Neighbourhood
Walkability Index
NOx
Emissions
Vehicle
Miles Travelled
Neighbourhood
Walkability Index (25)
Street
Connectivity
Census
Block Density
Household
DensityHome Location
Employment
Density
Work Tract
Employment
Density
Distance
to Work
Vehicle
Miles Travelled
Demographics
NOx
Emissions
Vehicle Miles
Travelled (25)
Walkability
Index
Street
Connectivity
Residential
Density
Land
Use MixTravel
Behaviour
Air
Quality
Walkability Index (25)
Vehicle
Miles Travelled
Auto Oriented
Neighbourhood
Emissions
Walkable
Neighbourhood+
+
-
Vehicle Miles Travelled (25)
Access to
Public Transit
Neighbourhood
Walkability
Transit
Availability
+
+
Access to
Public Transit (25) Land Mix
At Employment
Centres
Share of Employees
Utilizing Transit/
Ridesharing
Auto Trips
to Work
Employee Transit/
Ridesharing (25)
+
-
Travel Mode
to Work
Walkable Employment
Centre
Employment Centres (25)
© Region of Peel 2008 27
Contextual Model
Layer – Air Pollution – Density, Key Outcome Indicators (26, 27, 33)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
Household Distance
from Public Transit
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
Household
Total Emissions
Air
Pollution
Per Capita
Hours/ Miles
of Auto TravelRide
Sharing
Residential
Density
Age
Income
Vehicle
Ownership
Household
Size
+
-
+Public
Transit Use-
+
-
+
Residential Density (26)
Employment
Density
Employees
Per Acre Employees
Driving to Work
Household
Level Emissions
+ -
-
Employment Density (27)
Emissions
Cold
StartsNumber of
Auto Trips
Auto
Speed
Vehicle
Miles Traveled
Distance
Transit
Use
Active
Transport
-
-
+
+
+
+
Key Outcome Indicators (33)
Vehicle Hours
of Travel
Body
Weight
Sedentary
Activity
Congestion
Distance
Driven
Key Outcome
Indicators (33)
Active
Transportation
Health
Benefits
Exposure
to Pollution
Pollution
Generation
Traffic
Volume
Use of
Alternative Fuels
Clean Engine
Technologies
Proximity
+
-
-
+
+
-+
Health Benefit Conflict (31)
© Region of Peel 2008 28
Pedestrian Safety
© Region of Peel 2008 29
© Region of Peel 2008 30
Contextual Model
Layer – Pedestrian Safety – Traffic, Safety, Health Impacts (34)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
Traffic
Volume
Auto
Use
Road
Capacity
Congestion
Severity of Collisions (34)
Speed of
Travel
Severity
of Collisions
+
+ -
-
+
Pedestrian
Safety
Speed
of Traffic
Appropriateness of
Active Transportation
Infrastructure
+-
Pedestrian Safety (34)Pedestrian Exposure
To Traffic
Cars on
Road
Per Capita
Vehicle Travel
Community
Sprawl
Per Capita
Traffic Fatality
Rates
Compact Mixed
Use Community
Travel
Options
Distance
Per Capita
Travel Miles
+-
-
+
+
+
+
Pedestrian Exposure to
Traffic (34)
Likelihood of
Being in
An Accident
Age
Likelihood
of Being Killed
Frailty
Potential Years
of Lost Life+
-
-
Male
Deaths
Children/ Young
Adult Deaths
Health Impacts of Traffic Crashes (34)Traffic
Safety
Safety of
Walking
Environment
Physical
Activity
Personal
Sensitivity
Assistive
Walking
Device Use
Age
Speed
Of Movement
-
+-+
+
Safety of Walking Environment (34)
© Region of Peel 2008 31
Contextual Model
Layer – Pedestrian Safety – Streetscape Design, Traffic, Crosswalk Safety (35, 36)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
Congestion
Speed of
Travel
Severity of
Collisions
Probability
of Vehicle
Related Death
Number
of Collisions
+
+
+
+
-
Traffic Speed, Volume and
Street Design (35)
Maximum Speed
That Feels Safe
to Motorists
Design Speed
of Road
Presence of
Other Feature
Activities
+
+
-
Street
Trees
Traffic
Claming
Sidewalks
Parallel
Parking
Enforcement
Of Speed Limits
-
Pedestrian
Exposure
to Traffic
Pedestrian-Vehicle
Collisions
+
-
+
+
Perceived
SafetyDistance From
Crosswalk
Presence of Painted
Stop Bars for Cars
Pedestrian
Sightline of Cars
Mid-Block
Crosswalk Safety
Vehicle
Pedestrian
Collisions
Car Visibility of
Pedestrians
Overhead
Flashing Lights
Signage
Peripheral
Sightlines
Congestion
Traffic
Volume
Vehicles
Per Day
Road
Capacity
Number
of Lanes
Speed
Limit
Vehicles
Per Hour
++
-
+
-
+
+
-
+
+
Mid-Block Crosswalks (36)
© Region of Peel 2008 32
Contextual Model
Layer – Pedestrian Safety – Intersection Safety (36)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
+
Length
Of Time
Cross
Walk Signal
Intersection
Design
Refuge
Medians
Pedestrian Ability
To Cross The
Intersection
Vulnerability
Of Population
Disabled
Youth
Elderly
Intersectional Vehicle/
Pedestrian Collisions
Pedestrian
Safety
Ability
to Stop
Speed at
Intersection
Intersection
Turning Radius Speed of
Travel
Traffic Calming
Effectiveness
Street
Design
Congestion
Traffic
Volume
Road
Capacity
Speed
Limit
Road
Width
Width+
-
-
Pedestrian
Volume-
-
-
-
-+
-
+-
-
+
+
Intersection Safety (36)
© Region of Peel 2008 33
Contextual Model
Layer – Pedestrian Safety – Crash Risk, Driver Awareness, Intervention (37, 38)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
Traffic
Volume
+
Likelihood of
A Pedestrian/
Vehicle Accident
Pedestrian
Volume
Pedestrian
Crash Risk
Requirement for
Pedestrian Safety
Improvement
+
+ +
Pedestrian Crash Risk (37)
Effectiveness of
Driver Intervention
Driver Knowledge of
Area Walkers/ Cyclists
Driver Awareness of
Walkers/ Cyclists
Driver Attentiveness
Toward Area Walkers/
Cyclists
Pedestrian
Crash Risk
Desire to
Walk/ Cycle
Area Prevalence of
Walking/ Cycling
Seeing Others
Walk/ Cycle
Visibility of
Walkers/ Cyclists
Safe Street
Crossing Points
+
+ +
+
+
--+
+
+
Driver Awareness of Walkers/
Cyclists (37)
Spot Application
Interventions
Overall Pedestrian Safety
Improvement Intervention
Effectiveness
Holistic Area-
Wide Intervention
+
-
Specific Area Pedestrian
Improvement Intervention
Effectiveness
Severity
+
-
Holistic Application of
Interventions (38)
© Region of Peel 2008 34
Mental Health
© Region of Peel 2008 35
© Region of Peel 2008 36
Contextual Model
Layer – Mental Health – Physical Activity, Driving, Proximity to Nature (40, 41)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
Regular
Physical
Activity
Stress, Anxiety,
Depression
Time
Spent
Driving
Anxiety/
Stress
Incidents
Of Road RageInvolvement
In the
Community
--
+
+
Physical Activity (40) Time Spent Driving (40)
Other
Driver
Habits
Predictability
of Traffic
Conditions
Congestion
Sense
Of Control
Time
Pressures
Frustration
Blood
Pressure
Incidence of
Illness
Demand
For Health
Services
Time off
Work
Job
Performance
Office
Frustration
Time Spent
Commuting in Car
Desire
to Drive
Attractiveness
of Other
Transportation
Options
+
-
+
-
+
++
+
-
+
+
-
+
-
Time Spent Driving (40)
Risk of Mental
Health Issues
Ability to
Cope
with Stress
Access
to Nature
Residences
With Back Yards
Size
of Yard
Distance From
Urban Core
Availability
Proximity to Nature (41)
© Region of Peel 2008 37
Contextual Model
Layer – Mental Health – Community Social Support (41)
Source:
First Draft of Evidence and Best Practices Based Review
Lawrence Frank and Company, December 21, 2007
Conceptual Model Adaptation:
Paul Conway – Public Health Agency of Canada, January 29, 2008
+
-
Systemic flow
Second variable value
flows in the same
direction as the first
Second variable value
flows in the opposite
direction as the first
Home
Ownership
Years Lived
In NeighbourhoodKnowing
Your Neighbours
Social
Isolation
Community
Cohesiveness
Personal
Perception
Residential
Density
Drug/ Alcohol
Use, Crime
Control
Over Life
Day-to-Day
Stress
Risk of
Depression
Urban
Sprawl
Viable
Transportation
Options
Reliance
On The Auto
Land
Use Patterns
Dependence
Upon Others
Ability to
Afford a Car
Income
Neighbourhood
VariabilityAccess to
Needed Services
Personal Feeling
Of Security
Participation in
Social Activities
Desire to
Walk/ Cycle
Access to
Green Space/
Open Space
+
+ -
-
-
+
+
+
+
++
-
-
-
+
-+-
-
+
-
-
-
Community Social
Support (41)
© Region of Peel 2008 38
For more information, please contact: Bhavna Sivanand, Project Specialist Chronic Disease and Injury Prevention, Region of Peel Public Health 9445 Airport Road, 3rd Floor W. Tower Brampton, ON, L6S 4J3 905-791-7800 Ext. 2168 [email protected] Conceptual Models Source: From Built Environment To Health: An Evidence and Best Practices Based Review Lawrence Frank and Company, December 2007 Created by: Paul Conway – Office of Public Health Practice Public Health Agency of Canada – January 2008 This document is the intellectual property of the Region of Peel.