Causal inference and counterfactual prediction in machine learning for actionable healthcare

…, Y Guo, M Sperrin, JS Koopman, JS Min… - Nature Machine …, 2020 - nature.com
Big data, high-performance computing, and (deep) machine learning are increasingly
becoming key to precision medicine—from identifying disease risks and taking preventive …

Declining hepatitis A seroprevalence: a global review and analysis

KH Jacobsen, JS Koopman - Epidemiology & Infection, 2004 - cambridge.org
Hepatitis A virus (HAV) is spread by faecal–oral contact or ingestion of contaminated food or
water. Lifelong immunity is conferred by infection or vaccination, so anti-HAV …

Role of the primary infection in epidemics of HIV infection in gay cohorts

JA Jacquez, JS Koopman, CP Simon… - JAIDS Journal of …, 1994 - journals.lww.com
A review of the data on infectivity per contact for transmission of the HIV suggests that the
infectivity may be on the order of 0.1–0.3 per anal intercourse in the period of the initial infection…

Estimating household and community transmission parameters for influenza

IM Longini Jr, JS Koopman, AS Monto… - American journal of …, 1982 - academic.oup.com
A maximum likelihood procedure is given for estimating houshold and community transmission
parameters from observed influenza infection data. The estimator for the household …

Tecumseh study of illness. XIII. Influenza infection and disease, 1976–1981

AS Monto, JS Koopman… - American Journal of …, 1985 - academic.oup.com
The occurrence of influenza was followed in Tecumseh, Michigan during the five year
period 1976–1981 by identifying onset of acute respiratory illness and by virus isolation and …

Determinants and predictors of dengue infection in Mexico

JS Koopman, DR Prevots, MAV Mann… - American journal of …, 1991 - academic.oup.com
A national serosurvey was conducted in Mexico from March to October 1986 to identify
predictors of dengue transmission and target areas at high risk of severe annual epidemics. A …

The effects of socioeconomic development on worldwide hepatitis A virus seroprevalence patterns

KH Jacobsen, JS Koopman - International journal of …, 2005 - academic.oup.com
Background Hepatitis A virus (HAV) infection confers long-term immunity, so mathematical
analysis of age-specific seroprevalence in populations can reveal changes in the infection …

The role of early HIV infection in the spread of HIV through populations

JS Koopman, JA Jacquez, GW Welch… - JAIDS Journal of …, 1997 - journals.lww.com
The combination of two factors gives early HIV infection an especially strong influence on
transmission dynamics:(a) increased transmission probabilities and (b) increased transmission …

The ecological effects of individual exposures and nonlinear disease dynamics in populations.

JS Koopman, IM Longini Jr - American Journal of Public …, 1994 - ajph.aphapublications.org
Koopman et al.14 studied 50 individuals under age 29 from each of 70 villages in Mexico
with regard to their dengueantibody levels and dengue risk factors. Only one individual …

Individual causal models and population system models in epidemiology.

JS Koopman, JW Lynch - American journal of public …, 1999 - ajph.aphapublications.org
… Welch G, Chick SE, Koopman JS. Effect of concurrent partnerships and sex-act rate on …
Koopman JS, Chick SE. Models for evaluating network statistics and surveillance procedures: …