Earth Observations to reduce major diseases caused by air pollution, water and sanitation and poor urban infrastructure Dr Carlos Dora Coordinator Department of Public Health and Environment Key messages for mini-campaign 1| Public health and environment This presentation: AP • Air Pollution causes important risk to health • Public health programmes have not focused on AP • WHA resolution calls for better data, evidence of effective interventions, communications and demand for solutions • Capacity building for health sector to estimate health benefits from policies in polluting sectors. Track health gains of policy change • SDG 3 and 7 – requires AP data • EO: need for higher resolution geographic temporal variation (cities, roads, agriculture burning, industry…) • To provide more precise estimates of AP over time, location, and help track impact of policy changes 2| Public health and environment Worldwide NCDs are the main cause of death 2 in 3 deaths are from NCDs Cardiovascular disease, mainly heart disease, stroke Cancer Chronic respiratory diseases Diabetes Injuries Costs: Trillions of U$ dollars 3| Public health and environment Currently public health programmes to reduce NCDs consider only other major risk factors: • • • • 4| Tobacco Physical inactivity Diet (fat, sugar, fiber…) Excess use of alcohol Public health and environment New evidence over the last 10 years: AP is a major risk to NCDs Substantial new evidence showing that particles smaller than 2.5mm penetrate deep into the lungs and effect the body more systematically leading to diseases like stroke, heart disease, in addition to the cancers, COPD and pneumonia/URLI. PM<10mm – Coarse PM<2.5mm – Fine PM<1mm – Ultrafine 5| Public health and environment Medgadget .com Lungs exposed to tobacco and to Indoor air pollution Pathology slides - Courtesy Prof. Saldiva, São Paulo, Brazil 6| Public health and environment “Review of evidence on health aspects of air pollution - REVIHAAP”, WHO 2013 selected conclusions on PM (A1) Confirm and strengthen results form the 2005 WHO Guidelines on Air Quality and Health. –New studies on short- and long-term effects; –Long-term exposures to PM2.5 are a cause of cardiovascular mortality and morbidity; –More insight on physiological effects and plausible biological mechanisms linking short- and long-term PM2.5 exposure with mortality and morbidity; –Studies linking long-term exposure to PM2.5 to several new health outcomes (e.g. atherosclerosis, adverse birth outcomes, childhood respiratory disease). 7| Public health and environment LAQN Seminar, London, 21 June 2013 7 Meta-analysis of the association between long-term exposure to PM2.5 and cardiovascular mortality Study Pub. year RR (95%CI) % per 10 µg/m3 weight 2002 2007 Hoek et al, EnvHealth 2013 8 2008 2011 2011 2011 2012 2013 2012 2011 8| 1.00 1.15 LAQN Seminar, London, 21 June Public health and environment 2013 2.00 Mortality and long-term exposure to PM2.5 Results of a cohort study in Rome (1.3 million adults followed from 2001 to 2010) Cesaroni et al. EHP 2013 PM2.5: 3-dimensional Eulerian model (1x1 km) c= % increase in risk per 10 µg/m3 c=4% AQG 9| c=6% c=10 % EU LV Public health and environment LAQN Seminar, London, 21 June 2013 9 % change in artery wall thickness Carotid artery wall thickness (=risk of atherosclerosis) and long-term PM2.5 exposure AQG Home outdoor PM2.5 (µg/m3) EU LV Heinz Nixdorf RECALL study, Ruhr region, Germany 10 | Public health and environment LAQN Seminar, London, 21 June 2013 10 2010 Bauer et al, JACC Long term O3 exposure and risk of death due to respiratory causes ACS cohort of 448 thousand adults followed for 18 years RR per 10 ppb = 1.040 (95% CI 1.010 - 1.067) (2-pollutant model with O3 and PM2.5) 11 | Public health and environment LAQN Seminar, London, 21 June 2013 Jerrett et al, NEJM 2009 11 Short-term exposure to ozone, mortality and hospital admissions European cities in the APHENA study Per cent increase in deaths/admissions (95% CI) per 10 µg/m3 increment in daily maximum 1-hour ozone concentrations Single pollutant Adjusted for PM10 Outcome All-cause mortality a 0.18 (0.07–0.30) 0.21 (0.10–0.31) Cardiovascular mortality: 75 years and older a Cardiovascular mortality: younger than 75 years a 0.22 (0.00–0.45) 0.21 (-0.01–0.43) 0.35 (0.12–0.58) 0.36 (0.10–0.62) Respiratory mortality b 0.19 (-0.06–0.45) 0.21 (-0.08–0.50) Cardiac admissions: older than 65 years a -0.10 (-0.46–0.27) 0.64 (0.36–0.91) Respiratory admissions: older than 65 years b 0.19 (-0.28–0.67) 0.32 (0.05–0.60) a lag 12 | 0-1 results; b lag 1 results Public health and environment LAQN Seminar, London, 21 June 2013 Katsouyanni et al 2009 12 IARC 2012 finding: Diesel a carcinogen LONDON/GENEVA (Reuters) - The air we breathe is laced with cancer-causing substances and is being officially classified as carcinogenic to humans, the World Health Organization's cancer agency said on Thursday. 13 | Public health and environment Ischemic and thrombotic effects of diluted diesel exhaust inhalation in men with coronary heart disease Mills et al, NEJM 2007 Myocardial ischemia during 15-minute exercise-induced stress and exposure to diesel exhaust or filtered air in 20 subjects 14 | Public health and environment 14 More complete estimates of exposure to air pollution from Satellite Remote Sensing, air transport models and ground monitors 15 | Public health and environment Estimating Burden of Disease and Death due to exposure to air pollution (and other risks to health) Burden of disease is estimated from: 1. Air pollution concentrations & human exposure 2. Evidence from epidemiology about the health impacts of air pollution 1. 2. Diseases affected Disease response to levels of AP (dose-response curves) 3. Baseline disease rates 16 | Public health and environment Estimates of outdoor air pollution exposures used by WHO for BOD estimates Brings together existing data from: 1. Satellite remote sensing (sparsely covereed areas) 2.Urban ground monitoring stations – pollutant concentrations 3. Estimates of air pollution levels based on emissions from sectors (e.g. transport, industry, power production, etc.) Mathematical models - combining information from monitoring, from satellite remote sensing, chemical transport models to fill gaps and improve estimates 17 | Public health and environment Deaths attributed to HAP + Outdoor Air Pollution ~ 7 million deaths globally in 2012 AP a main RF for around 1/5 of NCDs 18 | Public health and environment 3.7 million deaths were attributed to ambient air pollution exposure in 2012 Breakdown of by disease ~21 % of all deaths from ischaemic heart disease (IHD) ~23% of all deaths due to stroke ~13 % of all deaths to chronic obstructive pulmonary disease (COPD) 19 | Public health and environment First World Health Assembly Resolution on Air Pollution and Health 7 million deaths a year due to household and ambient air pollution 20 | Public health and environment The resolution: • key role health authorities in raising awareness about the potential to save lives and reduce health costs, if air pollution is addressed effectively. • Need for strong cooperation between different sectors and integration of health concerns into all national, regional and local air pollution-related policies. • It urges Member States to develop air quality monitoring systems and health registries to improve surveillance for all illnesses related to air pollution; • It urges Member States to strengthen international transfer of expertise, technologies and scientific data in the field of air pollution. 21 | Public health and environment to create, enhance and update, in cooperation with relevant United Nations agencies and programs a public information tool of WHO analysis, including policy and cost-efficiency aspects, of specific and available clean air technologies to address the prevention and control of air pollution, and its impacts on health; Asks the WHO raise awareness of the public health risks of air pollution and the multiple benefits of Improved air quality, in particular in the context of the discussions on the post- 2015 development agenda advise and support tools to assist the health and other sectors at all levels of government, especially the local level and in urban areas, taking into account different sources of pollution in tackling air pollution and their health effects; 22 | collaborate, as appropriate, with relevant international, regional and national stakeholders, to compile and analyse data on air quality, with particular emphasis on health Public health and environment related aspects of air quality Goal 11 Make cities and human settlements inclusive, safe, resilient and sustainable. Target 11.7 23 | By 2030, reduce the adverse per capita environmental impact of cities, including by paying special attention to air quality, municipal and other waste management. SDG 11: cities Target indicator 11.7 Annual mean levels of fine particulate matter (i.e. PM2.5) air pollution in cities (population weighted) Public health and environment SDG 7: Energy Goal 7 Ensure access to affordable, reliable, sustainable, and modern energy for all Target 7.1 By 2030, ensure universal access to affordable, reliable and modern energy services Target Indicator 7.1 7.1.1 Percentage of population with electricity access 7.1.2 Percentage of population with primary reliance on clean fuels and technologies at the household level* 24 | Public health and environment Recommendation 4: – Household combustion of kerosene is discouraged Rationale: – High levels of emissions of PM and other health-damaging emissions. – Epidemiologic studies suggest links to tuberculosis, cancer, respiratory disease, adverse birth outcomes, etc., but are not of adequate consistency/quality. – Kerosene use carries substantial risks of burns and poisoning. 25 | Public health and environment SDG 3: Health Goal 3 Ensure healthy lives and promote well-being for all at all ages Target 3.9 By 2030, substantially reduce the number of deaths and illnesses from hazardous chemicals and air, water and soil pollution from contamination. Target Proposed Indicator 3.9 3.9.1. Mean levels of exposure to air pollution (population weighted) OR deaths and diseases due to air pollution 26 | Public health and environment Urban Air Quality Data (WHO) 1600 cities, but sparse coverage for Africa, Latin America, Middle East – no coverage in rural areas 27 | Public health and environment Satellite Remote Sensing 28 | Public health and environment 29 | Public health and environment Found: discrepancy in satellite estimates for urban areas in developing countries Modelled data 30 | Public health and environment Ground monitors 31 | Public health and environment 32 | Public health and environment Created: Global Platform on Air Quality and Health • • • • • To ensure best estimates of human exposure to air pollution will continue to be regularly available for Burden of Disease estimates, as well as to ensure accountability, transparency and wide access of these results worldwide. Established in January 2014, A wide collaboration with international agencies including UNECE, WMO, UNEP, JRC, IIASA, World Bank, space research agencies (e.g. NASA, JAXA), as well as national agencies and research institutions. Yearly meetings to update on progress and results. Task forces to provide improvements in methods and outputs from one year to the next. First year – improvements in data integration and statistical fusion, (using data from monitors, atmospheric transport models and satellite remote sensing). – First database of source apportionment studies (n=500) 33 | Public health and environment Second year: • • • • • • Data fusion: Global air quality data as a result of fusion from various data sources, report on progress and work ahead, Emission sources information, including from emission inventories and source apportionment Exposure-risk relationship: Integrated dose-response functions that relate levels of air pollution indoors and outdoors to a range of diseases, report on progress and work ahead. Surface monitoring: key air pollution indicators to be monitored, minimum data sets for health purposes; systematic data collection and display; Automated Data acquisition, portable monitors etc. quality of outputs form different sources, Household air pollution: exposure assessment, progress in IAP data, availability of exposure data from Europe New task forces proposed: • • • • 34 | Data fusion and synthesis – further improvements Models for integrating Household and Ambient Air Polluton exposure estimates Guidance on the collection of ground measurement data. Guidance on source apportionment studies. Public health and environment Recommendations for Satellite remote sensing •To strengthen satellite-derived PM2.5 estimates used by the Global Platform, the following steps are recommended: •Proceed towards higher spatial resolution of estimates (e.g. using satellites MODIS with 1-3 km resolution, MISR with 4 km, and eventually VIIRS with 750m resolution); •Use more accurate and precise retrievals (e.g. through MODIS Collection 6); •More fully incorporate active measurements (e.g. through CALIOP space-borne lidar); •Use measurements with higher temporal resolution to estimate annual mean more accurately (e.g. from geostationary satellites); •Endorse and foster the collocation of AOD and surface PM2.5 measurements (e.g. through SPARTAN project and other networks); •Develop related information on NO2 and other pollution species (e.g. using the TROPOMI instrument onboard the Sentinel-5 precursor satellite with 7km resolution after expected launch in 2015); •Build on expertise from space agencies to increase data continuity; •Consider modifications of the estimating procedures to account for urban increment; •Consider using ground-based and airborne measurements which offer valuable resources to calibrate and validate satellite data; •Consider exploring information on road networks to inform proximity to road. •Make formal statements to space agencies to encourage relevant measurements; •Nurture groups and communities that will inform the exposure dataset. 35 | Public health and environment Establishment of a web-based resource providing access/ web linkage to: • • • • Results from the platform – methods, tools, results Tools for estimating health impacts from air pollution at local level Exposure-response functions Access to air quality databases: – WHO ambient air quality in cities, – WHO household air pollution database, – Joint ambient/ household air pollution (future) • Analysis of trends. • Burden of disease estimates. • Awareness raising and communication tools. • Collection of cost-effective interventions/ best practices to address air pollution and health. 36 | Public health and environment Causes of air and climate pollutants urban infrastructure 37 | Public health and environment A New Urban Health Project Inform /support demand/ adoption of policy choices/behaviours that: • mitigate Air Pollution • mitigate Climate Pollutants (SLCPs, CO2) • maximize health benefits. How? Equip/engage city actors in health, planning, development, government…, with: • • • • • 38 | Health knowledge – interventions with greatest health benefits. Tools for health assessment and for M&E/scenarios. Strengthened institutional and technical capacity. Framework of collaboration, monitoring and evaluation. Communication/awareness raising Public health and environment Audiences • Part of the implementation of the WHA resolution 68.8 • International efforts on sustainable Energy, Transport, Energy, Waste Management, Land Use • Cities already organized to address air pollution, climate change, health (ICLEI, C40, Clean Air Asia, Healthy Cities…) • 5 to 7 pilot cities for in-depth work - model for other cities 39 | Public health and environment Policies that fulfill multiple social objectives Focus: main sources of air and climate pollutants • • • • • • 40 | Transport Waste burning Home energy Buildings Land use plans Industry Public health and environment 1. Health benefits from improving • • • • • Air pollution Injuries, Physical activity, Noise, Diets… 2. Air andClimate pollutant reductions Transport, energy, land use policies / Combustion Health benefits from AP reduction 41 | Injuries, physical activity, noise, diet, Air pollution (PM) Local/ short term health impacts Climate change (SLCPs) Climate change (CO2) Public health and environment Global/long term health impacts A significant fraction of NCDs is attributable to exposure to traffic-related air pollution 42 | Public health and environment Source: APHEKOM 'Healthy' urban transport can reduce chronic disease, injuries and improve health equity Better fuels and engines help, but private vehicle transport increases congestion, injuries, pollution, and physical inactivity. Rapid transit/NMT improves access to schools, jobs & services for poor, children, women, elderly & disabled, improving equity. It can reduce injury, cardiovascular disease & support healthy physical activity. Cycling to work reduced premature mortality by 30% among commuter groups in Shanghai & Copenhagen. • 43 | Public health and environment Effectiveness of interventions - BCA: WHO tool for estimating health economic gains from cycling HEAT for cycling and user guide from www.euro.who.int/transport/policy/20070503_1 44 | Public health and environment Housing that is good for health « Improved insulation saved 0.26 months of life per person » (UK Warm Front Programme) « Reduced wheezing, days-off school, doctors' visits were reported by occupants of insulated homes « (NZ Insulation study) 45 | Photo 1 (graphic, table, map, etc) zone Public health and environment Reduction of respiratory illness by 9% to 20% and increase of individual productivity between 0.48% and 11% with natural ventilation startegies Health co-benefits in housing Energy-efficient heating, cooling and natural ventilation can reduce strokes and respiratory illness as well as TB and vector-borne diseases; A focus on slums /sub-standard housing - where needs are greatest/benefits could be multiplied Solar hot water heating - India 46 | Public health and environment Slum in Mexico City Indoor emissions • Outdoor indoor • Evidence base stronger than for other approaches • Implementation practicality – via design, production, standards, etc • Some options (clean fuels), are relatively independent of user behaviour. 47 | Public health and environment 48 | Public health and environment Recap: AP • Air Pollution causes important risk to health • Public health programmes have not focused on AP • WHA resolution calls for better data, evidence of effective interventions, communications and demand for solutions • Capacity building for health sector to estimate health benefits from policies in polluting sectors. Track health gains of policy change • SDG 3 and 11– requires AP data • EO: need for higher resolution geographic temporal variation (cities, roads, agriculture burning, industry…) • To provide more precise estimates of AP over time, location, and help track impact of policy changes 49 | Public health and environment Water and santitation 50 | Public health and environment Purposes of Global Monitoring Global advocacy: monitoring for action Measuring progress for the global community Informing global investments Informing investments at country Supporting regional and country benchmarking and reporting Focus on national governments and citizens 51 | Public health and environment Transition in the development sector MDGs (born out of Millennium Declaration: buy in of 189 Member States) Focused on human development 8 goals, 21 targets, 60 indicators Countries did primary evaluations and submitted results to an overview committee 52 | Public health and environment Post2015 development agenda (post Rio+20 SDGs, SDSN, WHO-World Bank UHC, HFA2 etc.) growing consensus on sustainable development ensuring economic, social and environmental sustainability, and good governance) Goes beyond human development OWG: 17 goals, 169 targets, more than 1000 indicators Lessons from MDG monitoring High focus on development: silent on sustainability etc. Piggy backing on household surveys Cost effective Limits indicators and timely reporting Admin data: quality improved in the last decade? Earth observations: Data available for cost effective monitoring Billions in EO: developed countries contribution to monitoring? 53 | Public health and environment Task Team Contributors • International: WHO, GEO, WMO, UNU-FLORES, WCRP (GEWEX), WMO-CHY, CIESIN, World Bank, UN Global Pulse • Countries: Australia (CSIRO), Bangladesh, China, Colombia, Japan (MEXT), Germany, Pakistan, USA (USEPA, USGS, NSF, USACE, US GEO), • Space Agencies: ESA, JAXA, NASA, NOAA • Academia and institutes: Chouaib Doukkali University (Morocco), U of Tokyo, Chinese Academy of Sciences, U of Bonn, Vrije Universiteit Amsterdam, University of Twente, CUNY, U of Texas, GMU, Delatres, Fraunhofer Institute of Optronics, WRI • Two members from SG IEAG on data revolution for SD 54 | Public health and environment UN proposal to OWG • Achieve universal access to safe drinking water, sanitation and hygiene • Improve by (x%) the sustainable use and development of water resources in all countries • All countries strengthen equitable, participatory and accountable water governance • Reduce untreated wastewater by X%, nutrient pollution by Y% and increase wastewater reuse by Z% • Reduce mortality by (x%) and economic loss by (y%) from natural and human-induced waterrelated disasters 55 | Public health and environment OWG draft to UN General Assembly • • • • • • • • 56 | 6.1 by 2030, achieve universal and equitable access to safe and affordable drinking water for all 6.2 by 2030, achieve access to adequate and equitable sanitation and hygiene for all, and end open defecation, paying special attention to the needs of women and girls and those in vulnerable situations 6.3 by 2030, improve water quality by reducing pollution, eliminating dumping and minimizing release of hazardous chemicals and materials, halving the proportion of untreated wastewater, and increasing recycling and safe reuse by x% globally 6.4 by 2030, substantially increase water-use efficiency across all sectors and ensure sustainable withdrawals and supply of freshwater to address water scarcity, and substantially reduce the number of people suffering from water scarcity 6.5 by 2030 implement integrated water resources management at all levels, including through transboundary cooperation as appropriate 6.6 by 2020 protect and restore water-related ecosystems, including mountains, forests, wetlands, rivers, aquifers and lakes 6.a by 2030, expand international cooperation and capacity-building support to developing countries in water and sanitation related activities and programmes, including water harvesting, desalination, water efficiency, wastewater treatment, recycling and reuse technologies 6.b support and strengthen the participation of local communities for improving water and sanitation management Public health and environment EO, novel data & data integration EO in next generation development monitoring WASH (WHO/UNICEF JMP) domestic waste water and reuse WWM & WQ industrial waste water and reuse water quality and reuse water withdrawals and productivity WRM water withdrawals and ecosystems Integrated water resources management 57 | Public health and environment 57 • Earth Observations for knowledge and action Earth observations include: 1)Satellite data (global, periodic) 2)In-situ measurements (local, frequent) • Observations on the cusp: 1)Data Assimilation System outputs Courtesy: NASA 2)Model outputs 3)Citizen observations (Big data) In-situ point measurements may not always be representative of an area 58 | Public health and environment Courtesy: Environment Canada EODI works to date: The EOTT reviewed all of the WWQM and WRM indicators and assessed how EO could be used to assess the UN Water recommended indicators. The results are documented in the EOTT indicators report. Following the availability of TT reports a few members of EODI TT reviewed the additional suggested indicators and makes the following assessment and proposed further contributions of EOTT. 59 | Public health and environment EO: need to integrate with socio-economic data Potential EO Data applications EO Population Density %dom ww treated X Infrastructure data-maps Precipitation %indus %munici ww pal ww treated reused X %indus ww reused WQ (N, Ph) X X X X X Water Cycle Data X X Distributed Hydrologic model X X X X Water Use X On sustainability: to reconsider maximum use of available data, rather than trying to force fit EO into the current paradigm 60 | Public health and environment EO and WRM Indicator/data type EO Population Density Withdra %basi Storage Chang w/availab ns with capacity e in ility alloc /%avaul ecosyst frmwk able em X Infrastructure datamaps Precipitation X X Water cycle data Red list, living planet index X X X X X X X X X X X X X X X Water storage X Ground water X Distributed Hydrologic model X 61 | Public Water Use health and environment X X Water Domest stress ic use per capita X X X X X X X X X X X X X X X X X X Assessment of TT reports • Lack of cross fertilization between the TTs • EO largely not considered, like WQ, IWRM etc. • Doesn't consider the capacity of national statistical systems, lack links with UN Statistical Division • Lack of innovation and transformative thinking • Too many suggestions for questionnaire approach • AQUASTAT, GEMSSTAT, are they 'fit for purpose'? • General rule of indicators: from data, from use of tools…stats paper! 62 | Public health and environment Target 6.3: waste water indicators EOTT recommended indicator: A consolidated indicator of waste water production, treatment and reuse/recycling Rationale: AQUASTAT and natural Environment agencies have reliable statistics for some countries but are limited. Global Estimates validated by AQUASTAT greatest promise EO support for the indicator: 1) 2) Population densities derived from Landsat data can be combined with census data to estimate Publicgeneration health and environment 63 | water waste potential, Releases and their impacts. High resolution satellite images could document the location of treatment facilities. Target 6.3: water quality indicators EOTT recommended indicator: The UN Water indicator related to Nitrogen and Phosphorus pollution in large lakes, water bodies and coastal zones. Rationale: The WQ TT report indicators seemed complex and focused on point data. While improving GEMSTAT data is desirable, an indicator that provides information for every country is most desirable. EO support for the indicator: . http://earthobservatory.nasa.gov/IOTD/view.php?id=84125 Hydrologic models can estimate the movement and LANDSAT and MODIS data provide global data on changes of concentrations of pollutants (incl. N 64 | Public health and environment phytoplankton blooms and sedimentation and Ph) in rivers Target 6.4: water-use efficiency and scarcity indicators EOTT recommended indicator: indicator suggested by TT: Water Use Efficiency Index and its variation in time and by sector. Rationale: Water Use Efficiency is the critical indicator for the target because it is foundational to the other objectives. EO support: EO can provide comprehensive information on water availability including precipitation & can be used to estimate consumption of water through irrigation & others Operational satellite based average precipitation product from NOAA health and environment 65 | Public Irrigation estimated from ET in Arizona Target 6.5: IWRM indicators EODI recommended indicator: Number of tools and data sets available to support IWRM. Rationale: Implementation of IWRM is very difficult and needs to be enabled by the support of agencies and countries with this vision. EO support for the indicator: The availability and sharing of satellite information is not restricted by national boundaries or national data policies. Other basin-scale EO data relate to: - Changes in water availability - Water stress - Storage capacity or CC impacts 66 | Public health and environment Basins Countries Lack of data sharing across borders Target 6.6: ecosystems indicators EOTT recommended indicator: Natural Water Capital Index Rationale: More relevant to water issues than some others in this TT report. It also ties to some of the overall issues of Natural Capital and ecosystem services that the UN may consider. EO support for the Indicator: EO can provide water storage in groundwater and surface stores (lakes) and measures of wetland and ecosystem extent health and environment 67 | Public Groundwater variability From NASA: variability in lake levels Limitations Analytical Soundness Direct Measurability Other SocioEconomic, and Census/Statistical Data Relevance Indicator/Param eter Type Selected by EO applicability EO + EO-Based Data Assimilation Model Relevance Evaluation of EO applicability 6.2 Waste Water Computed as a residual product using EO 6.3 Water Quality For Nitrates, Phosphates and Algae, Phytoplankton Blooms and Sediment 6.4 Water Efficiency Accurate Quantification of Water Use and Type Required 6.5 Water Resource Management Associated “management” inputs combined with EO on Water availability/change variables 6.6 Natural Water Capital Index 68 | Public health and environment Resolution and accuracy is dependent on type of parameter, data availability and application Application of remote-sensed technologies to main health risks from climate change Risk maps of suitability for vector-borne disease transmission City-level risk maps of urban heat island effect Satellite based weather warnings connected to operational health services Qualitative assessment of the health impacts of climate change in the late 21st century (IPCC, 2014) 69 | Public health and environment Use of remote-sensed technologies to enhance key functions of health resilience to climate risks Remote-sensing highlighted as an emerging technology to enhance health resilience Remote-sensed risk maps to inform V&A assessments Remote-sensing as an input to health early earning systems 70 | WHO Operational framework on health resilience to climate change. Inner circle is the standard "building blocks" of health systems. Outer sections represent the Public health and environment key functions that should be strengthened to enhance health resilience to climate change.