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. 2019 Nov 25;38(2):193–204. doi: 10.1007/s40273-019-00853-x

Table 2.

Estimates of the hazard and its standard error for seven commonly used statistical time-to-event models studies in four hypothetical datasets

Dataset and model Time period (years)
0.5 1 1.5 2 2.5 3 3.5 4
Flat hazard
 Empirical (smooth) 1.09 (0.35) 0.93 (1.11)
 Exponential 1.16 (0.14) 1.16 (0.14) 1.16 (0.14) 1.16 (0.14) 1.16 (0.14) 1.16 (0.14) 1.16 (0.14) 1.16 (0.14)
 Weibull 1.14 (0.16) 1.11 (0.21) 1.09 (0.24) 1.08 (0.27) 1.07 (0.28) 1.06 (0.30) 1.05 (0.31) 1.05 (0.33)
 Gompertz 1.12 (0.14) 0.93 (0.27) 0.77 (0.38) 0.64 (0.47) 0.53 (0.53) 0.44 (0.58) 0.36 (0.61) 0.30 (0.64)
 Gamma 1.15 (0.16) 1.14 (0.19) 1.13 (0.21) 1.13 (0.22) 1.13 (0.22) 1.13 (0.23) 1.13 (0.23) 1.12 (0.23)
 Log-logistic 1.14 (0.17) 0.82 (0.13) 0.62 (0.09) 0.50 (0.07) 0.42 (0.06) 0.36 (0.05) 0.31 (0.04) 0.28 (0.04)
 Log-normal 1.03 (0.14) 0.73 (0.11) 0.58 (0.09) 0.49 (0.08) 0.42 (0.07) 0.37 (0.06) 0.34 (0.06) 0.31 (0.05)
 Gen. Gamma 1.12 (0.16) 0.94 (0.21) 0.83 (0.26) 0.75 (0.28) 0.69 (0.29) 0.64 (0.30) 0.61 (0.31) 0.57 (0.32)
Increasing hazard
 Empirical (smooth) 0.80 (0.27) 2.73 (1.95)
 Exponential 0.77 (0.09) 0.77 (0.09) 0.77 (0.09) 0.77 (0.09) 0.77 (0.09) 0.77 (0.09) 0.77 (0.09) 0.77 (0.09)
 Weibull 0.72 (0.12) 3.01 (0.58) 6.94 (2.25) 12.53 (5.33) 19.83 (9.98) 28.86 (16.44) 39.63 (25.37) 52.15 (36.08)
 Gompertz 0.58 (0.10) 4.02 (0.84) 28.02 (12.87) 195.31 (144.58) 1361.3 (1,497.7) 9488 (14,576) 66,130 (137,480) 460,913 (1,274,871)
 Gamma 0.85 (0.13) 2.30 (0.38) 3.18 (0.57) 3.71 (0.71) 4.06 (0.80) 4.30 (0.85) 4.48 (0.89) 4.62 (0.92)
 Log-logistic 0.79 (0.13) 2.28 (0.34) 2.18 (0.30) 1.78 (0.22) 1.46 (0.17) 1.23 (0.14) 1.06 (0.12) 0.93 (0.10)
 Log-normal 0.96 (0.14) 1.86 (0.29) 2.01 (0.36) 1.96 (0.36) 1.86 (0.35) 1.76 (0.33) 1.66 (0.32) 1.57 (0.30)
 Gen. Gamma 0.72 (0.13) 3.07 (0.78) 7.51 (7.56) 14.4 (35.33) 23.97 (113.17) 36.43 (260.86) 51.93 (330.16) 70.63 (370.34)
Decreasing hazard
 Empirical (smooth) 1.05 (0.45) 1.18 (2.10)
 Exponential 1.72 (0.20) 1.72 (0.20) 1.72 (0.20) 1.72 (0.20) 1.72 (0.20) 1.72 (0.20) 1.72 (0.20) 1.72 (0.20)
 Weibull 1.01 (0.15) 0.73 (0.13) 0.60 (0.12) 0.53 (0.11) 0.47 (0.10) 0.43 (0.10) 0.4 (0.09) 0.38 (0.09)
 Gompertz 1.14 (0.19) 0.36 (0.15) 0.11 (0.08) 0.04 (0.04) 0.01 (0.02) < 0.01 (0.01) < 0.01 (< 0.01) < 0.01 (< 0.01)
 Gamma 1.08 (0.16) 0.89 (0.15) 0.81 (0.15) 0.77 (0.15) 0.74 (0.15) 0.72 (0.15) 0.7 (0.15) 0.69 (0.15)
 Log-logistic 0.82 (0.12) 0.48 (0.07) 0.34 (0.05) 0.27 (0.04) 0.22 (0.03) 0.19 (0.02) 0.16 (0.02) 0.15 (0.02)
 Log-normal 0.68 (0.09) 0.40 (0.06) 0.29 (0.04) 0.23 (0.03) 0.19 (0.03) 0.17 (0.02) 0.15 (0.02) 0.13 (0.02)
 Gen. Gamma 1.04 (0.17) 0.80 (0.20) 0.68 (0.23) 0.62 (0.25) 0.57 (0.27) 0.53 (0.29) 0.51 (0.30) 0.48 (0.31)
Unimodal hazard
 Empirical (smooth) 1.33 (0.42) 1.41 (1.41)
 Exponential 1.03 (0.12) 1.03 (0.12) 1.03 (0.12) 1.03 (0.12) 1.03 (0.12) 1.03 (0.12) 1.03 (0.12) 1.03 (0.12)
 Weibull 1.27 (0.16) 2.04 (0.38) 2.69 (0.67) 3.28 (0.96) 3.82 (1.28) 4.33 (1.60) 4.81 (1.92) 5.27 (2.24)
 Gompertz 1.09 (0.13) 2.26 (0.52) 4.69 (1.94) 9.73 (6.12) 20.17 (17.75) 41.81 (48.32) 86.68 (128.88) 179.69 (337.89)
 Gamma 1.36 (0.18) 1.88 (0.31) 2.13 (0.38) 2.28 (0.43) 2.38 (0.46) 2.45 (0.48) 2.50 (0.49) 2.54 (0.50)
 Log-logistic 1.47 (0.21) 1.52 (0.22) 1.23 (0.17) 0.99 (0.13) 0.82 (0.10) 0.70 (0.08) 0.60 (0.07) 0.53 (0.06)
 Log-normal 1.45 (0.19) 1.46 (0.23) 1.31 (0.22) 1.18 (0.20) 1.07 (0.19) 0.98 (0.17) 0.90 (0.16) 0.84 (0.15)
 Gen. Gamma 1.46 (0.19) 1.36 (0.31) 1.16 (0.39) 1.01 (0.43) 0.89 (0.44) 0.80 (0.44) 0.72 (0.44) 0.66 (0.43)

Gen. Gamma generalised gamma