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. 2024 Jan 24;12:e52524. doi: 10.2196/52524

Table 4.

Regression analysis with fixed effects for lagged variables.

Variables Model 5 Model 6 Model 7 Model 8 Model 9 Model 10 Model 11 Model 12

OMa–LOSb–levels of EHRc adoption with 1-year lag (Prob>F=0.0047) OM–LOS–levels of EHR adoption with 2-year lag (Prob>F=0.0271) OM–RRd–levels of EHR adoption with 1-year lag (Prob>F=0.0010) OM–RR–levels of EHR adoption with 2-year lag (Prob>F=0.0202) TMe–LOS–levels of EHR adoption with 1-year lag (Prob>F=0.6885) TM–LOS–levels of EHR adoption with 2-year lag (Prob>F=0.6738) TM–RR–levels of EHR adoption with 1-year lag (Prob>F=0.6492) TM–RR– levels of EHR adoption with 2-year lag (Prob>F=0.5143)
Levels of EHR adoption 0.022 0.004 1.681 2.229 1.564 –1.547 –164.0 268.8
Average LOS 0.000 –9.46e–06 N/Af N/A 0.001 –0.012 N/A N/A
RR N/A N/A 0.818 2.192 N/A N/A –186.4 169.8
Levels of EHR adoption and average LOS –0.000 –4.26e–06 N/A N/A –0.002 0.013 N/A N/A
Levels of EHR adoption and RR N/A N/A –1.663 –2.232 N/A N/A 166.2 –271.7
Market competition (HHIg) 0.219h –0.068 0.223h –0.068 3.610 –3.275 3.749 –3.103
Medicare percentage 0.063i 0.024 0.068h 0.030 –2.419 0.523 –2.416 0.783
Medicaid percentage 0.018 0.891h 0.018 0.092h 1.742 –2.822 1.741 –2.838
Years

2014 Reference Reference Reference Reference Reference Reference Reference Reference

2015 0.014h –0.006 0.014h –0.006 –1.057 –0.714 –1.178 –0.910

2016 0.011h –0.008i 0.009 –0.008i 0.141 0.482 0.048 0.323

2017 0.010h –0.018j 0.009i –0.018h 0.008 0.508 –0.126 0.229

aOM: operating margin.

bLOS: length of stay.

cEHR: electronic health record.

dRR: readmission rate.

eTM: total margin.

fN/A: not applicable.

gHHI: Herfindahl-Hirschman Index.

hP<.05.

iP<.10.

jP<.001.