Core concepts in pharmacoepidemiology: Violations of the positivity assumption in the causal analysis of observational data: Consequences and statistical …

Y Zhu, RA Hubbard, J Chubak, J Roy… - … and drug safety, 2021 - Wiley Online Library
In the causal analysis of observational data, the positivity assumption requires that all
treatments of interest be observed in every patient subgroup. Violations of this assumption …

Agricultural mechanization and land productivity in China

X Zhou, W Ma - International Journal of Sustainable Development & …, 2022 - Taylor & Francis
This study estimates the impacts of the adoption of different mechanized farming strategies
(ie no-mechanized farming, semi-mechanized farming, and full-mechanized farming) on …

Welfare impacts of smallholder farmers' participation in multiple output markets: Empirical evidence from Tanzania

J Manda, C Azzarri, S Feleke, B Kotu, L Claessens… - PloS one, 2021 - journals.plos.org
A relatively large body of literature has documented the welfare effects of smallholder
farmers' participation in single-commodity output markets. However, limited empirical …

Adoption and intensity of agricultural mechanization and their impact on non-farm employment of rural women

W Ma, X Zhou, D Boansi, GSA Horlu, V Owusu - World Development, 2024 - Elsevier
This study analyzes the impact of the adoption of agricultural mechanization and its intensity
on the non-farm employment of rural women using the 2016 China Labor-force Dynamics …

Impact of information acquisition on farmers' willingness to recycle plastic mulch film residues in China

W Yang, J Qi, M Arif, M Liu, Y Lu - Journal of cleaner production, 2021 - Elsevier
Recently there has been an increasing concern about plastic mulch film pollution from
agricultural production in China. Given the knowledge of plastic mulch film is information …

Facial recognition systems in policing and racial disparities in arrests

TL Johnson, NN Johnson, D McCurdy… - Government Information …, 2022 - Elsevier
This study examines the association between police facial recognition technology (FRT)
deployment and racial differences in arrests across 1136 US cities in 2016. We estimated …

Cooking fuel choices and subjective well-being in rural China: Implications for a complete energy transition

W Ma, P Vatsa, H Zheng - Energy Policy, 2022 - Elsevier
This paper examines the impacts of cooking fuel choices on individuals' subjective well-
being, measured by happiness and life satisfaction, using open-access data from the 2016 …

Estimation of causal effects of multiple treatments in observational studies with a binary outcome

L Hu, C Gu, M Lopez, J Ji… - Statistical methods in …, 2020 - journals.sagepub.com
There is a dearth of robust methods to estimate the causal effects of multiple treatments
when the outcome is binary. This paper uses two unique sets of simulations to propose and …

Review and comparison of treatment effect estimators using propensity and prognostic scores

MJ Lee, S Lee - The international journal of biostatistics, 2022 - degruyter.com
In finding effects of a binary treatment, practitioners use mostly either propensity score
matching (PSM) or inverse probability weighting (IPW). However, many new treatment effect …

Combining machine learning and propensity score weighting to estimate causal effects in multivalued treatments

A Linden, PR Yarnold - Journal of Evaluation in Clinical …, 2016 - Wiley Online Library
Rationale, aims and objectives Interventions with multivalued treatments are common in
medical and health research; examples include comparing the efficacy of competing …