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References from Association of Community Factors, Firearm Laws, and Pediatric Firearm Injuries. Local targets link to admitted publications; unresolved targets remain external evidence.
Current causes of death in children and adolescents in the United States
10.1056/nejmc2201761 · 2022 · External reference
Pediatric firearm injury emergency department visits from 2017 to 2022: a multicenter study
10.1542/peds.2023-063129 · 2023 · External reference
Trends in firearm production and firearm deaths in U.S. youth
10.1016/j.ypmed.2023.107684 · 2023 · External reference
Preventable tragedies: findings from the #NotAnAccident index of unintentional shootings by children
10.1186/s40621-023-00464-3 · 2023 · External reference
Trends and disparities in firearm deaths among children
10.1542/peds.2023-061296 · 2023 · External reference
The effects of the COVID-19 pandemic on violent injuries in children: a literature review
10.1016/j.yapd.2023.03.002 · 2023 · External reference
Analyzing child firearm assault injuries by race and ethnicity during the COVID-19 pandemic in 4 major US cities
10.1001/jamanetworkopen.2023.3125 · 2023 · External reference
Geospatial clustering of 9-1-1 responses for pediatric firearm injuries over time
10.1542/peds.2024-068179 · 2025 · External reference
The new crisis of increasing all-cause mortality in US children and adolescents
10.1001/jama.2023.3517 · 2023 · External reference
Child mortality in the US and 19 OECD comparator nations: a 50-year time-trend analysis
10.1377/hlthaff.2017.0767 · 2018 · External reference
Trends in US children’s mortality, chronic conditions, obesity, functional status, and symptoms
10.1001/jama.2025.9855 · 2025 · External reference
Firearm violence as a disease-“hot people” or “hot spots”?
10.1001/jamainternmed.2016.8273 · 2017 · External reference
15 root causes of gun violence
External reference
Individual and neighborhood characteristics of children seeking emergency department care for firearm injuries within the PECARN network
10.1111/acem.13200 · 2017 · External reference
Sentinel events preceding youth firearm violence: an investigation of administrative data in Delaware
10.1016/j.amepre.2016.08.002 · 2016 · External reference
Historical redlining and the epidemiology of present-day firearm violence in the United States: a multi-city analysis
10.1016/j.ypmed.2022.107207 · 2022 · External reference
Predictors of firearm violence in urban communities: a machine-learning approach
10.1016/j.healthplace.2018.02.013 · 2018 · External reference
Social determinants of health in relation to firearm-related homicides in the United States: A nationwide multilevel cross-sectional study
10.1371/journal.pmed.1002978 · 2019 · External reference
Local residential segregation matters: stronger association of census tract compared to conventional city-level measures with fatal and non-fatal assaults (total and firearm related), using the Index of Concentration at the Extremes (ICE) for racial, economic, and racialized economic segregation, Massachusetts (US), 1995–2010
10.1007/s11524-016-0116-z · 2017 · External reference
Income inequality and firearm homicide in the US: a county-level cohort study
10.1136/injuryprev-2018-043080 · 2019 · External reference
Geo-demographics of gunshot wound injuries in Miami-Dade county, 2002–2012
10.1186/s12889-017-4086-1 · 2017 · External reference
Neighborhood disadvantage and firearm injury: does shooting location matter?
10.1186/s40621-021-00304-2 · 2021 · External reference
Beyond the index: family fragility as a geographic risk factor for pediatric firearm injuries
10.1016/j.jpedsurg.2025.162337 · 2025 · External reference
The association of firearm laws with firearm outcomes among children and adolescents: a scoping review
10.1007/s10865-019-00063-y · 2019 · External reference
The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies
10.1016/j.jclinepi.2007.11.008 · 2008 · External reference
TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods
10.1136/bmj-2023-078378 · 2024 · External reference
Description of the 2020 NEMSIS Public-Release Research Dataset
10.1080/10903127.2022.2079779 · 2023 · External reference
Gun Violence Archive
External reference
Assessing the Gun Violence Archive as an epidemiologic data source for community firearm violence in 4 US cities
10.1001/jamanetworkopen.2023.16545 · 2023 · External reference
United States Census Bureau
External reference
Diversitydatakids.org
External reference
Agency for Toxic Substances and Disease Registry
External reference
Giffords Law Center To Prevent Gun Violence
External reference
Measuring the enduring imprint of structural racism on American neighborhoods
10.1377/hlthaff.2023.00659 · 2023 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2020 · External reference
Association of neighborhood conditions and resources for children with life expectancy at birth in the US
10.1001/jamanetworkopen.2022.35912 · 2022 · External reference
Association of community vulnerability and state gun laws with firearm deaths in children and adolescents aged 10 to 19 years
10.1001/jamanetworkopen.2023.14863 · 2023 · External reference
Artificial intelligence and machine learning in pathology: the present landscape of supervised methods
10.1177/2374289519873088 · 2019 · External reference
Unresolved reference
External reference
TensorFlow: large-scale machine learning on heterogeneous distributed systems
2016 · External reference
Scikit-learn: machine Learning in Python
2011 · External reference
SciPy 1.0: fundamental algorithms for scientific computing in Python
10.1038/s41592-019-0686-2 · 2020 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2006 · External reference
10.1007/978-0-387-21606-5
10.1007/978-0-387-21606-5 · 2001 · External reference
Shapley values for feature selection: the good, the bad, and the axioms
10.1109/access.2021.3119110 · 2021 · External reference
Unresolved reference
2017 · External reference
An introduction to explainable AI with Shapley values
2018 · External reference
Using SHAP values to explain how your machine learning model works
2022 · External reference
Beeswarm plots
2018 · External reference
Explaining machine learning models: a non-technical guide to interpreting SHAP analyses
External reference
Association of county-level poverty and inequities with firearm-related mortality in US youth
10.1001/jamapediatrics.2021.4822 · 2022 · External reference
Environment and crime in the inner city - does vegetation reduce crime?
2001 · External reference
Neighborhood street activity and greenspace usage uniquely contribute to predicting crime
2021 · External reference
The association between urban tree cover and gun assault: a case-control and case-crossover study
10.1093/aje/kwx096 · 2017 · External reference
Citywide cluster randomized trial to restore blighted vacant land and its effects on violence, crime, and fear
10.1073/pnas.1718503115 · 2018 · External reference
Neighborhood interventions to reduce violence
10.1146/annurev-publhealth-040617-014600 · 2018 · External reference
Unresolved reference
External reference
Firearm laws and pediatric mortality in the US
10.1001/jamapediatrics.2025.1363 · 2025 · External reference
