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Artificial Intelligence Rapid Capabilities Cell

UNITED STATES. DEPARTMENT OF DEFENSE. CHIEF DIGITAL AND ARTIFICIAL INTELLIGENCE OFFICE

From the document: "On December 11th, the Chief Digital and Artificial Intelligence Office (CDAO) launched the Artificial Intelligence Rapid Capabilities Cell (AI RCC), charged with accelerating the adoption and delivery of frontier and advanced AI capabilities for the Department of Defense (DoD). Through targeted initiatives aimed at putting advanced AI in the hands of warfighters, the AI RCC will allow the Department to move at speed to capitalize on emerging technologies, like Generative AI (GenAI), while building the foundational technical enablers to scale these technologies across DoD. The AI RCC will be managed by the CDAO and executed in partnership with the Defense Innovation Unit (DIU). The AI RCC is leveraging the findings from Task Force Lima (TFL) [hyperlink] to accelerate and scale the deployment of cutting-edge AI-enabled tools across 15 use cases for Generative AI covering warfighting and enterprise management."

UNITED STATES. DEPARTMENT OF DEFENSE.. 2024. 3p.

FIRE BEHAVIOUR INDEX AUSTRALIAN FIRE DANGER RATING SYSTEM

By JEN HOLLIS AND STUART MATHEWS

To most Australians, fire danger forecasting is embedded within our cultural identity and history. It’s as Australian as kangaroos, the Holden Ute and the Sydney Opera House.

For the last six decades Australians have relied heavily on the pioneering work of Alan McArthur who developed the Forest Fire Danger Index and Grassland Fire Danger Index. The system has served Australians well and with only minor adaptations to meet local needs, it remains largely unchanged. The most significant adjustment came after the 2009 Black Saturday fires in the state of Victoria which, in one afternoon, burned through more than 450,000 hectares and resulted in the devastating loss of 173 lives.

Following a Royal Commission investigation into the fires, it was recognised that McArthur’s system was being applied well beyond the original design. As a result, categories were added, including one at the top end of the fire danger scale reflecting conditions beyond the existing maximum of 100. Importantly, it was also recognised that there was a need to incorporate new science and technological developments (for example, remote sensing, landscape mapping, higher computational capability) into calculating and interpreting fire danger.

International Association of Wildfire. 2022.

The Chemistry of Fires at the Wildland-Urban Interface (2022)

Contributor(s): National Academies of Sciences, Engineering, and Medicine; Division on Earth and Life Studies; Board on Chemical Sciences and Technology; Committee on the Chemistry of Urban Wildfires

Wildfires in America are becoming larger, more frequent, and more destructive, driven by climate change and existing land management practices. Many of these fires occur at the wildland-urban interface (WUI), areas where development and wildland areas overlap and which are increasingly at risk of devastating fires as communities continue to expand into previously undeveloped areas. Unlike conventional wildfires, WUI fires are driven in part by the burning of homes, cars, and other human-made structures and in part by burning vegetation. The interaction of these two types of fires can lead to public health effects that are unique to WUI fires.

This report evaluates existing and needed chemistry information that decision-makers can use to mitigate WUI fires and their potential health impacts. It describes key fuels of concern in WUI fires, especially household components like siding, insulation, and plastic. It examines key pathways for exposure, including inhalation and ingestion, and identifies communities vulnerable to exposure. The report recommends a research agenda to inform response to and prevention of WUI fires, outlining needs in characterizing fuels and predicting emissions and toxicants.

National Academies of Sciences, Engineering, and Medicine. 2022. The Chemistry of Fires at the Wildland-Urban Interface. Washington, DC: The National Academies Press. https://doi.org/10.17226/26460. .2022. 215p.

CONFRONTING THE WILDFIRE CRISIS: A Strategy for Protecting Communities and Improving Resilience in America’s Forest

U.S. Forest Service

Under this strategy, the Forest Service will work with partners to engineer a paradigm shift by focusing fuels and forest health treatments more strategically and at the scale of the problem, using the best available science as the guide. At the Forest Service, we now have the science and tools we need to size and place treatments in a way that will truly make a difference. We will focus on key “firesheds”—large forested landscapes and rangelands with a high likelihood that an ignition could expose homes, communities, and infrastructure to wildfire. Firesheds, typically about 250,000 acres in size, are mapped to match the scale of community exposure to wildfire.

Our new management paradigm builds on the National Cohesive Wildland Fire Management Strategy, Our new management paradigm builds on the National Cohesive Wildland Fire Management Strategy, including efforts to create fire-adapted communities and other collaborative strategies for cross-boundary treatments, including Cohesive Strategy projects and Shared Stewardship agreements. We will build on our long-standing work and relationships with U.S. Department of the Interior agencies. We will work collaboratively with States, Tribes, local communities, private landowners, and other stakeholders to adapt lessons learned into a coordinated and effective program of work.

U.S. Forest Service. 2022. 35p.

A Case Study of the Camp Fire - Fire Progression Timeline

By Alexander Maranghides, Eric D. Link, Christopher U. Brown, William Mell, Steven Hawks, Mike Wilson, Will Brewer, Robert Vihnanek, William D. Walton

The Camp Fire ignited on November 8, 2018 in the foothills of the Sierra Nevada in Butte County, California. The first 24 hours were characterized by a fast-moving fire with initial spread driven by high winds up to 22 m/s (50 mi/h) and long-range spotting up to 6.3 km (3.9 mi) into the community. The fire quickly impacted the communities of Concow, Paradise, and Magalia. The Camp Fire became the most destructive and deadly fire in California history, with over 18,000 destroyed structures, 700 damaged structures, and 85 fatalities. After a preliminary reconnaissance, it was determined that abundant data was available to support an in-depth case study of this devastating wildland-urban interface (WUI) fire to increase our understanding of WUI fire spread, fire behavior, evacuation, and structure response. The methodology guiding the case study and a detailed timeline reconstruction of the fire progression and fire behavior are presented. Over 2200 observations about fire spread and behavior were collected during the case study. Subsequent reports will detail additional aspects of the incident including emergency response and evacuation, and defensive actions and structure response. This study has identified that Butte County and the Town of Paradise were well prepared to respond to a WUI fire, that the Camp Fire grew and spread rapidly and that multiple factors contributed to the rapid growth and spread of the Camp Fire. Additionally, this study identified the importance of the wildland fire ignition location relative to the community, that multiple parcel-level fire spread pathways caused structure ignitions, and that WUI fire spread impacted the affected communities in multiple ways beyond the destruction of residential and commercial properties.

Technical Note (NIST TN) - 2135. 2021. 425p.

After Action Review of the Woolsey Fire Incident

By The Los Angeles County

The Los Angeles County After Action Review of the Woolsey Fire evaluates the incident’s response, identifies areas for improvement, and offers recommendations for future preparedness, focusing on agency coordination, communication, evacuation, and recovery efforts.

• The Woolsey Fire After Action Review (AAR) provides a comprehensive analysis of the event, highlighting both successes and areas for improvement.
• The AAR process involved data collection, interviews, and cross-checking to ensure a detailed account of the incident.
• Key sections of the report include an executive summary, timeline of events, findings, and recommendations.
• Recommendations are divided into near-term and longer-term policy actions, focusing on response, communication, evacuation, and recovery.
• Appendices provide historical context and background information on involved agencies and regional fire history.
• The report emphasizes planning for future disasters in areas prone to wildfires and earthquakes.
• Training and coordination among agencies, such as the County Sheriff’s Department and Public Works, are highlighted as crucial for effective disaster response.
• Historical fire data shows a repetitive fire cycle in the region, underlining the importance of preparedness and mitigation efforts.

LLos Angeles County. 2019. 203p.

Tulsa Race Massacre: Review and Evaluation

CIVIL RIGHTS DIVISION, US. Department of Justice

• Tulsa Race Massacre: Violent attack on Black community of Greenwood, Oklahoma, May 31-June 1, 1921.
• Massive Destruction: 10,000 white Tulsans destroyed homes, businesses; hundreds of Black residents killed.
• Law Enforcement’s Role: Deputized white residents participated in violence, looting, and arson.
• Failure of Justice: Authorities failed to help survivors; legal attempts for reparations were unsuccessful.
• Historical Reckoning: DOJ review acknowledges massacre’s impact, despite expired statutes of limitations.
• Legal Analysis: Modern laws could have prosecuted hate crimes, but were unavailable in 1921.
• Insurance Denials: Black residents denied compensation due to “riot clause” in policies.
• Federal Investigation: DOJ’s Cold Case Unit reviewed the events under the Emmett Till Act.
• Government’s Role: White officials obstructed rebuilding efforts, imposed restrictive fire codes.
• Survivors’ Plight: Left without resources, faced systemic racism and state-sanctioned brutality.
• Historical Documentation: Review includes survivor accounts, primary materials, and past investigations.
• Confrontation Trigger: Arrest of Dick Rowland and sensationalized newspaper article incited violence.
• Continued Efforts: Work to ensure future generations understand the massacre’s magnitude continues.

CIVIL RIGHTS DIVISION, US. Department of Justice. 2025. 126p

Understanding and Addressing Misinformation About Science (2024)

By K. Viswanath, Tiffany E. Taylor, and Holly G. Rhodes, Editors; Committee on Understanding and Addressing Misinformation About Science; Board on Science Education; Division of Behavioral and Social Sciences and Education; National Academies of Sciences, Engineering, and Medicine

Our current information ecosystem makes it easier for misinformation about science to spread and harder for people to figure out what is scientifically accurate. Proactive solutions are needed to address misinformation about science, an issue of public concern given its potential to cause harm at individual, community, and societal levels. Improving access to high-quality scientific information can fill information voids that exist for topics of interest to people, reducing the likelihood of exposure to and uptake of misinformation about science. Misinformation is commonly perceived as a matter of bad actors maliciously misleading the public, but misinformation about science arises both intentionally and inadvertently and from a wide range of sources.

NATIONAL ACADEMIES PRESS. 2024. 409p.