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11 However, when we performed a lag analysis to account for possible pre-existing liver disease, excluding cases that developed within the first 5 years, our results were similar

Sensitivity analyses were done to investigate the impact of selection bias (restricting to individuals with complete income/SEP information), reverse causation (by excluding first year of census-mortality cohort follow-up) and a negative control (smoking is expected to have a minimal association with unintentional injury)

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Posterior distributions of model parameters were approximated using INLAs Laplace method, and posterior medians were used as point estimates, with 95% credible intervals derived from the 2.5th and 97.5th percentiles