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. 2023 Apr 5;119:102815. doi: 10.1016/j.jeem.2023.102815

Table 9.

Wind and PM 2.5 IV — Regressions over alternative outcomes: Hospitalizations, use of ICUs, and use of ventilators .

(1) (2) (3) (4) (5)
Same-day Same-day Same-day 3-day 7-day
Hospitalizations
Weighted PM 2.5 13.18*** 10.15*** 16.41*** 22.31** 22.27
(3.495) (3.672) (4.902) (10.08) (25.15)
F Stat 9.65 9.88 9.98 9.60 9.59
Dep Var Mean 1646.36 1647.19 1647.18 4962.06 1.2e+04
Pct change mean 0.800 0.616 0.996 0.450 0.191
Controls
County & State-by-week FEs
County and MSA-by-week FEs
County and CBSA-by-week FEs
Observations 70,875 70,823 70,801 70,757 70,587
Intensive care units
Weighted PM 2.5 3.260** 3.192** 4.433*** 3.892 9.823
(1.430) (1.446) (1.641) (3.914) (7.771)
F Stat 13.09 13.14 13.06 13.05 13.03
Dep Var Mean 639.95 640.08 640.22 1925.66 4507.23
Pct change mean 0.509 0.499 0.692 0.202 0.218
Controls
County & State-by-week FEs
County and MSA-by-week FEs
County and CBSA-by-week FEs
Observations 42,307 42,276 42,266 42,207 42,064
Ventilators
Weighted PM 2.5 −0.0993 0.333 0.0985 0.0935 2.396
(0.477) (0.581) (0.556) (1.190) (2.617)
F Stat 18.07 17.40 17.54 18.43 17.84
Dep Var Mean 207.99 207.99 208.00 615.11 1392.01
Pct change mean −0.048 0.160 0.047 0.015 0.172
Controls
County & State-by-week FEs
County and MSA-by-week FEs
County and CBSA-by-week FEs
Observations 30,614 30,591 30,580 30,561 30,484

p<0.1, p<0.05, p<0.01. Standard errors clustered at the county level in parentheses. Controls include state-level and county-level policy adoption, wind speed, minimum and maximum daily temperature, precipitation, prior two-week social distancing behavior, day-of-week, and two lagged wind direction-by-monitor cluster interactions. The table displays regressions over three different outcomes: hospitalizations, use of Intensive Care Units (ICU), and use of ventilators, at the state-day level. All outcomes represent the number of patients using these healthcare resources on a given day. Columns (1) through (3) analyze these outcomes on the same day over three types of geography-by-week fixed effects. Column (4) and column (5) display the relationship between fine particulate matter and summed daily outcomes over three days and seven days, respectively. Regressions employ county population weights. F-statistics of the relevance test are computed assuming first-stage standard errors are not serially correlated.