Rates of SARS-CoV-2 transmission between and into California state prisons

Correctional institutions are a crucial hotspot amplifying SARS-CoV-2 spread and disease disparity in the U.S. In the California state prison system, multiple massive outbreaks have been caused by transmission between prisons. Correctional staff are a likely vector for transmission into the prison system from surrounding communities. We used publicly available data to estimate the magnitude of flows to and between California state prisons, estimating rates of transmission from communities to prison staff and residents, among and between residents and staff within facilities, and between staff and residents of distinct facilities in the state's 34 prisons through March 22, 2021. We use a mechanistic model, the Hawkes process, reflecting the dynamics of SARS-CoV-2 transmission, for joint estimation of transmission rates. Using nested models for hypothesis testing, we compared the results to simplified models (i) without transmission between prisons, and (ii) with no distinction between prison staff and residents. We estimated that transmission between different facilities' staff is a significant cause of disease spread, and that staff are a vector of transmission between resident populations and outside communities. While increased screening and vaccination of correctional staff may help reduce introductions, large-scale decarceration remains crucially needed as more limited measures are not likely to prevent large-scale disease spread.

[1]  V. Pepito,et al.  Long Covid: A call for global action , 2023, Public Health Challenges.

[2]  E. Topol,et al.  Long COVID: major findings, mechanisms and recommendations , 2023, Nature Reviews Microbiology.

[3]  N. Skaff,et al.  Aligning staff schedules, testing, and isolation reduces the risk of COVID-19 outbreaks in carceral and other congregate settings: A simulation study , 2023, PLOS global public health.

[4]  B. Lau,et al.  Physical and mental health disability associated with long-COVID: Baseline results from a US nationwide cohort , 2022, medRxiv.

[5]  N. Marquez,et al.  Racial And Ethnic Inequalities In COVID-19 Mortality Within Carceral Settings: An Analysis Of Texas Prisons. , 2022, Health affairs.

[6]  J. Andrews,et al.  Dynamics of Respiratory Infectious Diseases in Incarcerated and Free-Living Populations: A Simulation Modeling Study , 2022, Medical decision making : an international journal of the Society for Medical Decision Making.

[7]  C. Mitchell,et al.  Advancing Public Health Interventions to Address the Harms of the Carceral System: A Policy Statement adopted by the American Public Health Association, October 2021. , 2022, Medical care.

[8]  J. Lloyd-Smith,et al.  Modeling scenarios for mitigating outbreaks in congregate settings , 2022, PLoS Comput. Biol..

[9]  L. Brinkley-Rubinstein,et al.  Age and COVID-19 mortality in the United States: a comparison of the prison and general population. , 2022, International journal of prisoner health.

[10]  L. G. Rosas,et al.  COVID-19 Preventive Measures in Northern California Jails: Perceived Deficiencies, Barriers, and Unintended Harms , 2022, Frontiers in Public Health.

[11]  S. McCoy,et al.  Respiratory pandemic preparedness learnings from the June 2020 COVID-19 outbreak at San Quentin California State Prison. , 2022, International journal of prisoner health.

[12]  K. Lum,et al.  Carceral Amplification of COVID-19: Impacts for Community, Corrections Officer, and Incarcerated Population Risks , 2022, Epidemiology.

[13]  S. Ranapurwala,et al.  COVID-19 community spread and consequences for prison case rates , 2022, PloS one.

[14]  T. Grubesic,et al.  A study of SARS-COV-2 outbreaks in US federal prisons: the linkage between staff, incarcerated populations, and community transmission , 2022, BMC Public Health.

[15]  J. Salomon,et al.  Uptake of COVID-19 Vaccination Among Frontline Workers in California State Prisons , 2022, JAMA health forum.

[16]  C. Moore,et al.  A large outbreak of COVID-19 in a UK prison, October 2020 to April 2021 , 2022, Epidemiology and Infection.

[17]  F. Sessa,et al.  The Risk of COVID-19 Infection in Prisons and Prevention Strategies: A Systematic Review and a New Strategic Protocol of Prevention , 2022, Healthcare.

[18]  Shadd Maruna,et al.  The COVID-19 Pandemic and the Future of the Prison , 2022, Crime and Justice.

[19]  W. Arroyo,et al.  Incarceration and COVID-19: Recommendations to Curb COVID-19 Disease Transmission in Prison Facilities and Surrounding Communities , 2021, International journal of environmental research and public health.

[20]  Eric Reinhart,et al.  Association of Jail Decarceration and Anticontagion Policies With COVID-19 Case Growth Rates in US Counties , 2021, JAMA network open.

[21]  L. Tavoschi,et al.  COVID-19 outbreak investigation and response in a penitentiary setting: the experience of a prison in Italy, February to April 2020 , 2021, Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin.

[22]  A. Volfovsky,et al.  The association between intersystem prison transfers and COVID-19 incidence in a state prison system , 2021, PloS one.

[23]  M. Siedner,et al.  Association Between Prison Crowding and COVID-19 Incidence Rates in Massachusetts Prisons, April 2020-January 2021. , 2021, JAMA internal medicine.

[24]  A. Binagwaho,et al.  What will we choose to learn from the COVID-19 pandemic? , 2021, BMJ Global Health.

[25]  Brandy F. Henry Reducing COVID-19 outbreaks in prisons through public health-centred policies , 2021, The Lancet Public Health.

[26]  Jeremy Foltz,et al.  Prisons and COVID-19 Spread in the United States. , 2021, American journal of public health.

[27]  T. Grubesic,et al.  Is There a Temporal Relationship between COVID-19 Infections among Prison Staff, Incarcerated Persons and the Larger Community in the United States? , 2021, International journal of environmental research and public health.

[28]  L. Brinkley-Rubinstein,et al.  Risk of COVID-19 infection among prison staff in the United States , 2021, BMC Public Health.

[29]  Eric Reinhart,et al.  Carceral-community epidemiology, structural racism, and COVID-19 disparities , 2021, Proceedings of the National Academy of Sciences.

[30]  T. Parsons,et al.  Assessing the risk of cascading COVID-19 outbreaks from prison-to-prison transfers , 2021, Epidemics.

[31]  Robin L. Toblin,et al.  SARS-CoV-2 Infection Among Correctional Staff in the Federal Bureau of Prisons. , 2021, American journal of public health.

[32]  B. Williams,et al.  Ten Urgent Priorities Based on Lessons Learned From More Than a Half Million Known COVID-19 Cases in US Prisons. , 2021, American journal of public health.

[33]  R. Westergaard,et al.  Rapid Spread of SARS-CoV-2 in a State Prison After Introduction by Newly Transferred Incarcerated Persons — Wisconsin, August 14–October 22, 2020 , 2021, MMWR. Morbidity and mortality weekly report.

[34]  S. Greenhalgh,et al.  Inclusive health: modeling COVID-19 in correctional facilities and communities , 2021, BMC Public Health.

[35]  L. Brinkley-Rubinstein,et al.  The Contribution of Prisons and Jails to US Racial Disparities During COVID-19. , 2021, American journal of public health.

[36]  M. Brandeau,et al.  Effectiveness of interventions to reduce COVID-19 transmission in a large urban jail: a model-based analysis , 2021, BMJ Open.

[37]  Sang Woo Park,et al.  Forward-looking serial intervals correctly link epidemic growth to reproduction numbers , 2020, Proceedings of the National Academy of Sciences.

[38]  A. Houde,et al.  Risk Factors for SARS-CoV-2 in a Statewide Correctional System , 2020, The New England journal of medicine.

[39]  Genevieve Graaf,et al.  COVID-19, Social Determinants Past, Present, and Future, and African Americans’ Health , 2020, Journal of Racial and Ethnic Health Disparities.

[40]  B. Western,et al.  Decarcerating Correctional Facilities during COVID-19 , 2020 .

[41]  G. A. Ngwa,et al.  Preventing COVID-19 spread in closed facilities by regular testing of employees—An efficient intervention in long-term care facilities and prisons? , 2020, medRxiv.

[42]  J. Rich,et al.  COVID-19 and mass incarceration: a call for urgent action , 2020, The Lancet Public Health.

[43]  Kimberly R. Kras,et al.  An Imperfect Storm: Identifying the Root Causes of COVID-19 Outbreaks in the World’s Largest Corrections Systems , 2020, The Global Impact of the COVID-19 Pandemic on Institutional and Community Corrections.

[44]  J. Byrne,et al.  An Examination of COVID-19 Outbreaks in Prisons and Jails in North America, Central America, and the Caribbean , 2020, The Global Impact of the COVID-19 Pandemic on Institutional and Community Corrections.

[45]  E. Poeschla,et al.  Decarceration and community re-entry in the COVID-19 era , 2020, The Lancet Infectious Diseases.

[46]  Junhyung Park,et al.  A non-parametric Hawkes model of the spread of Ebola in west Africa , 2020, Journal of applied statistics.

[47]  A. Wurcel,et al.  Disparities in COVID-19 Related Mortality in U.S. Prisons and the General Population , 2020, medRxiv.

[48]  N. Wisseh,et al.  Approaches to Reducing Risk of COVID-19 Infections in Prisons and Immigration Detention Centers: A Commentary , 2020, Criminal Justice Review.

[49]  K. Servick Pandemic inspires new push to shrink jails and prisons , 2020, Science.

[50]  L. Brinkley-Rubinstein,et al.  Prison Population Reductions and COVID-19: A Latent Profile Analysis Synthesizing Recent Evidence From the Texas State Prison System , 2020, Journal of Urban Health.

[51]  R. Hinch,et al.  The timing of COVID-19 transmission , 2020, medRxiv.

[52]  A. Spaulding,et al.  Mass Testing for SARS-CoV-2 in 16 Prisons and Jails — Six Jurisdictions, United States, April–May 2020 , 2020, MMWR. Morbidity and mortality weekly report.

[53]  B. Williams,et al.  Occupational Health: A Key to the Control of COVID-19 in Correctional Facilities , 2020, Annals of Internal Medicine.

[54]  J. Ward,et al.  COVID-19 Cases and Deaths in Federal and State Prisons. , 2020, JAMA.

[55]  M. Cingolani,et al.  The COVID-19 Epidemic and the Prison System in Italy. , 2020, Journal of correctional health care : the official journal of the National Commission on Correctional Health Care.

[56]  Samrachana Adhikari,et al.  Assessment of Community-Level Disparities in Coronavirus Disease 2019 (COVID-19) Infections and Deaths in Large US Metropolitan Areas , 2020, JAMA network open.

[57]  F. Dutheil,et al.  COVID-19: a prison-breaker? , 2020, Canadian Journal of Public Health.

[58]  Heejin Lee,et al.  Targeted Release in the COVID-19 Correctional Crisis: Using the RNR Model to Save Lives , 2020, American journal of criminal justice : AJCJ.

[59]  M. Van Hout,et al.  Prison and opportunities for the management of COVID-19 , 2020, BJGP open.

[60]  Eric Reinhart,et al.  Incarceration And Its Disseminations: COVID-19 Pandemic Lessons From Chicago's Cook County Jail. , 2020, Health affairs.

[61]  P. Hotez,et al.  COVID-19 in jails and prisons: A neglected infection in a marginalized population , 2020, PLoS neglected tropical diseases.

[62]  Catherine M. Brown,et al.  COVID-19 in Correctional and Detention Facilities - United States, February-April 2020. , 2020, MMWR. Morbidity and mortality weekly report.

[63]  B. Williams,et al.  Prisons: Amplifiers of the COVID-19 Pandemic Hiding in Plain Sight. , 2020, American journal of public health.

[64]  C. Gross,et al.  Racial and Ethnic Disparities in Population-Level Covid-19 Mortality , 2020, Journal of General Internal Medicine.

[65]  Brandy F. Henry Social Distancing and Incarceration: Policy and Management Strategies to Reduce COVID-19 Transmission and Promote Health Equity Through Decarceration , 2020, Health education & behavior : the official publication of the Society for Public Health Education.

[66]  O. Tulloch,et al.  COVID-19: Why Are Prisons a Particular Risk, and What Can Be Done to Mitigate this? , 2020 .

[67]  H. Rahmandad,et al.  Weather Conditions and COVID-19 Transmission: Estimates and Projections , 2020, medRxiv.

[68]  L. Brinkley-Rubinstein,et al.  COVID-19 Exposes Need for Progressive Criminal Justice Reform. , 2020, American journal of public health.

[69]  T. Burki Prisons are “in no way equipped” to deal with COVID-19 , 2020, The Lancet.

[70]  Changyu Shen,et al.  Variation in COVID-19 Hospitalizations and Deaths Across New York City Boroughs. , 2020, JAMA.

[71]  Whitney N. Laster Pirtle Racial Capitalism: A Fundamental Cause of Novel Coronavirus (COVID-19) Pandemic Inequities in the United States , 2020, Health education & behavior : the official publication of the Society for Public Health Education.

[72]  T. Butler,et al.  Covid-19, prison crowding, and release policies , 2020, BMJ.

[73]  C. Laurencin,et al.  The COVID-19 Pandemic: a Call to Action to Identify and Address Racial and Ethnic Disparities , 2020, Journal of Racial and Ethnic Health Disparities.

[74]  Eric Smith,et al.  COVID-19 and the Correctional Environment: The American Prison as a Focal Point for Public Health , 2020, American Journal of Preventive Medicine.

[75]  R. Rubin The Challenge of Preventing COVID-19 Spread in Correctional Facilities. , 2020, JAMA.

[76]  J. Rich,et al.  Flattening the Curve for Incarcerated Populations - Covid-19 in Jails and Prisons. , 2020, The New England journal of medicine.

[77]  S. Kinner,et al.  Prisons and custodial settings are part of a comprehensive response to COVID-19 , 2020, The Lancet Public Health.

[78]  N. Linton,et al.  Incubation Period and Other Epidemiological Characteristics of 2019 Novel Coronavirus Infections with Right Truncation: A Statistical Analysis of Publicly Available Case Data , 2020, medRxiv.

[79]  Junhyung Park,et al.  Real-time predictions of the 2018–2019 Ebola virus disease outbreak in the Democratic Republic of the Congo using Hawkes point process models , 2019, Epidemics.

[80]  Egon Friedell,et al.  The Incubation Period , 2017 .

[81]  Marc Hoffmann,et al.  A recursive point process model for infectious diseases , 2017, Annals of the Institute of Statistical Mathematics.

[82]  J. Rich,et al.  Incarceration, Community Health, and Racial Disparities , 2013, Journal of health care for the poor and underserved.

[83]  Michael Höhle,et al.  A Space–Time Conditional Intensity Model for Invasive Meningococcal Disease Occurrence , 2012, Biometrics.

[84]  J. Rich,et al.  Public health and the epidemic of incarceration. , 2012, Annual review of public health.

[85]  Benjamin M. Bolker,et al.  Ecological Models and Data in R , 2008 .

[86]  A. Mobley Golden Gulag: Prisons, Surplus, Crisis, and Opposition in Globalizing California , 2008 .

[87]  C. Fraser Estimating Individual and Household Reproduction Numbers in an Emerging Epidemic , 2007, PloS one.

[88]  Ả. Svensson A note on generation times in epidemic models. , 2007, Mathematical Biosciences.

[89]  Richard P. Kusserow,et al.  The Inspector General , 1988, Quality assurance and utilization review : official journal of the American College of Utilization Review Physicians.

[90]  A. Hawkes Spectra of some self-exciting and mutually exciting point processes , 1971 .