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. 2019 May 29;76(9):933–940. doi: 10.1001/jamapsychiatry.2019.0922

Table 2. Fitted Models and Excess Number of Suicides, April 2017 and April to June 2017.

Time Series Best-Fitting Time Series Model Before April 2017a Stationary R2 Ljung-Box Q Statistic (df) Estimated Excess No. (SE) of Suicidesb
April 2017 Only % Increase (SE), No. April-June 2017 % Increase (SE), No.
10-19 y Age group
All ARIMA(0,1,1)(0,1,1) 0.583 7.85 (16) 38.16 (14.13)c 14.63 (5.42)c 94.41 (28.14)d 13.30 (3.97)d
Male sex ARIMA(0,1,1)(0,1,1) 0.595 8.01 (16) 27.90 (13.04)e 14.23 (6.65)e 66.03 (25.35)c 12.44 (4.77)c
Female sex ARIMA(1,1,2)(0,1,1) 0.661 17.75 (15) 15.98 (6.35)e 27.08 (10.76)e 36.96 (12.51)c 21.74 (7.36)c
Shooting with firearm suicide method, all ARIMA(0,1,1)(0,1,1) 0.625 18.18 (16) 2.82 (9.04) 2.39 (7.65) 6.48 (17.22) 2.07 (5.49)
Hanging suicide method, all ARIMA(0,1,2)(0,1,1) 0.545 18.68 (15) 34.72 (9.17)d 33.62 (8.88)d 79.83 (17.49)d 28.86 (5.89)d
Male individuals
20-29 y age group ARIMA(0,1,1)(0,1,1) 0.630 25.88 (16) −21.10 (23.60) −3.96 (4.43) 49.41 (45.00) 3.10 (2.82)
≥30+ y age group ARIMA(0,1,1)(0,1,1) 0.655 17.58 (16) 9.52 (60.67) 0.41 (2.59) 211.35 (118.05) 2.97 (1.66)
Female individuals
20-29 y age group ARIMA(0,1,1)(0,1,1) 0.681 15.34 (16) 0.59 (9.80) 0.50 (8.35) 25.29 (17.85) 7.17 (5.06)
≥30+ y age group ARIMA(0,1,1)(0,1,1) 0.615 19.07 (16) −6.66 (27.59) −0.96 (3.97) 38.76 (53.28) 1.84 (2.54)

Abbreviation: ARIMA, autoregressive integrated moving average.

a

The pre–April 2017 data were checked for innovative and additive outliers, which were integrated into the models when necessary. ARIMA(p,d,q)(P,D,Q) time series model, where P = number of time lags, which affect current values autoregressively; d = number of times past values were subtracted from current values to reduce nonstationarity in the time series; and q = number of current and past random noise terms, which affect current values. P, D, and Q are the respective parameters of a seasonal ARIMA model with a periodicity of 12.

b

Numbers indicate associations of 13 Reasons Why with suicide rates in the respective period.

c

P < .01.

d

P < .001.

e

P < .05.