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Topic: Civil protection & population preparedness clear · back to the knowledge map

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Subject All subjects All of Governance & Public Services Digital government & service delivery Transparency & integrity Democratic resilience & participation All of Education, Skills & Work School & higher education VET, reskilling & lifelong learning Labour market & future of work All of Equality & Social Inclusion Gender equality & leadership GBV & domestic-violence prevention Disability & accessibility Digital inclusion Migrant integration Poverty & social protection All of Health & Care Public health & prevention Care systems & ageing Health security All of Cities, Housing & Mobility Urban innovation & experimentation Affordable housing Mobility & public space All of Climate, Environment & Biodiversity Climate adaptation & resilience Nature-based solutions & ecosystem services Biodiversity & restoration Water All of Energy & Resources Energy transition & communities Energy security Circular economy & critical materials All of Economy, Innovation & Productivity SME modernisation & productivity Innovation ecosystems Digital finance & assets Trade & supply resilience (public policy) All of Resilience, Security & Preparedness Civil protection & population preparedness Critical-entity resilience Community & societal resilience

Type All Good practiceLiterature / resource

Scale All LocalRegionalNationalTransnational

Country All AfghanistanAlbaniaAlgeriaAndorraAngolaAntigua and BarbudaArgentinaArmeniaAustraliaAustriaAzerbaijanBahamasBahrainBangladeshBarbadosBelarusBelgiumBelizeBeninBermudaBhutanBoliviaBosnia and HerzegovinaBotswanaBrazilBritish Indian Ocean TerritoryBruneiBulgariaBurkina FasoBurundiCabo VerdeCambodiaCameroonCanadaCentral African RepublicChadChileChinaColombiaComorosCongoCongo (the Democratic Republic of the)Cook IslandsCosta RicaCroatiaCubaCyprusCzechiaCôte d'IvoireDenmarkDjiboutiDominicaDominican RepublicEcuadorEgyptEl SalvadorEstoniaEswatiniEthiopiaFalkland Islands (Malvinas)Faroe IslandsFijiFinlandFranceFrench PolynesiaGabonGambiaGeorgiaGermanyGhanaGibraltarGreeceGreenlandGrenadaGuamGuatemalaGuineaGuinea-BissauGuyanaHaitiHondurasHong KongHungaryIcelandIndiaIndonesiaIranIraqIrelandIsle of ManIsraelItalyJamaicaJapanJordanKazakhstanKenyaKiribatiKuwaitKyrgyzstanLaosLatviaLebanonLesothoLiberiaLibyaLiechtensteinLithuaniaLuxembourgMacaoMadagascarMalawiMalaysiaMaldivesMaliMaltaMarshall IslandsMauritaniaMauritiusMexicoMicronesiaMoldovaMonacoMongoliaMontenegroMoroccoMozambiqueMyanmarNamibiaNauruNepalNetherlandsNew ZealandNicaraguaNigerNigeriaNiueNorth MacedoniaNorwayOmanPakistanPalauPalestine, State ofPanamaPapua New GuineaParaguayPeruPhilippinesPolandPortugalPuerto RicoQatarRomaniaRussiaRwandaRéunionSaint Helena, Ascension and Tristan da CunhaSaint Kitts and NevisSaint LuciaSaint Vincent and the GrenadinesSamoaSan MarinoSao Tome and PrincipeSaudi ArabiaSenegalSerbiaSeychellesSierra LeoneSingaporeSlovakiaSloveniaSolomon IslandsSomaliaSouth AfricaSouth Georgia and the South Sandwich IslandsSouth KoreaSouth SudanSpainSri LankaSudanSurinameSwedenSwitzerlandSyriaTaiwanTajikistanTanzaniaThailandTimor-LesteTogoTongaTrinidad and TobagoTunisiaTuvaluTürkiyeUgandaUkraineUnited Arab EmiratesUnited KingdomUnited States of AmericaUruguayUzbekistanVanuatuVenezuelaVietnamXKYemenZambiaZimbabwe

Evidence All Randomised controlled trialQuasi-experimentalObservational / pre–postDescriptive / self-reported

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Select	Title	Score	Evidence	Type	Location	Scale
	AI-Based Dengue Early Warning System — Singapore NEA's Machine-Learning Outbreak Forecasting	87	Evidence: Quasi-experimental	Good practice	Singapore, Singapore	—
	Google Flood Hub — Bangladesh Water Development Board's AI-Powered River Flood Alert System	80	Evidence: Descriptive / self-reported	Good practice	Dhaka, Bangladesh	—
	femLINKpacific Women's Weather Watch — Community Women Leading Disaster Early Warning and Climate Response, Fiji (2004–present)	74	Evidence: Descriptive / self-reported	Good practice	Suva, Fiji	—
	ML-Enhanced Vegetation Condition Forecasting — Kenya's National Drought Management Authority Early-Warning Extension	67	Evidence: Observational / pre–post	Good practice	Nairobi, Kenya	—
	Southeast Asia's First Live AI Weather Forecasting System — DOST-PAGASA & ASTI (Philippines)	60	Evidence: Descriptive / self-reported	Good practice	Quezon City, Philippines	—
	Combined Drought Index — Timor-Leste's AI-Assisted Anticipatory Action System for Agricultural Drought	60	Evidence: Observational / pre–post	Good practice	Dili, Timor-Leste	—
	ShoShin AI Early Warning — Kenya's Sensor-Based Alert System for Lake Victoria Fish Kills	53	—	Good practice	Kisumu, Kenya	—
	AI for Early Warnings for All — Malawi's Pilot to Integrate the 'Bris' AI Weather Model into National Forecasting	47	—	Good practice	Blantyre, Malawi	—
	AI-Augmented Early Warning System — Mozambique's INGD/INAM Pilot for Cyclone and Flood Forecasting	40	—	Good practice	Maputo, Mozambique	—
	NIHSA Annual Flood Outlook — Nigeria's AI-Assisted Flood Risk Forecasting Across 250+ Monitoring Stations	40	—	Good practice	Abuja, Nigeria	—
	SAFE-RISCCS — Nepal's Early-Stage AI Landslide Early-Warning Pilot	33	—	Good practice	Kathmandu, Nepal	—
	AI-Assisted 'Smart Dam' Pilot for Water-Flow Monitoring on Iraq's Kufa and Al-Abbasiya Regulators	7	—	Good practice	Kufa, Iraq	—