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Appendix SA1: Author Matrix.

Appendix SA2. Full Acknowledgments.

Figure S1. Profiling Hospital Admissions. ED-level random intercepts (log of the OR for admission) and their 95 percent confidence intervals, obtained by the hierarchical model, are used to identify the outliers of hospital admission practices. The black circles represent the hospital outliers that have significantly lower or higher admission practices than an average hospital, while the white circles represent the hospitals that have admission practices not significantly different from an average hospital in the study population.

Table S1. Comparison of the Impact of Risk Adjustment on the Hospital Rankings of Admission Practices in the Validation Cohort.

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