Table 2.
Health conditions | Condition indicated in | Concordance statistics | Validity statistics (assume hospital discharge diagnosis as ‘gold standard’) |
|||||||||
Any N (%) |
ED only N (%) |
Hospital only N (%) |
ED and hospital N (%) |
Overall agree | Positive agree | Negative agree | Kappa (95% CI) |
Sensitivity (95% CI) |
Specificity (95% CI) |
Positive predictive value (95% CI) | Negative predictive value (95% CI) | |
Mental health and substance use disorders | 17 520 (36.4) | 1040 (2.2) | 4275 (8.9) | 12 205 (25.4) | 0.89 | 0.82 | 0.92 | 0.74 (0.74 to 0.75) | 0.74 (0.73 to 0.75) | 0.97 (0.97 to 0.97) | 0.92 (0.92 to 0.93) | 0.88 (0.87 to 0.88) |
Any selected SUDs | 6299 (13.1) | 639 (1.3) | 4492 (9.3) | 1168 (2.4) | 0.89 | 0.31 | 0.94 | 0.27 (0.26 to 0.28) | 0.21 (0.20 to 0.22) | 0.99 (0.98 to 0.99) | 0.65 (0.62 to 0.67) | 0.90 (0.90 to 0.91) |
Alcohol use disorders | 604 (1.3) | 90 (0.2) | 452 (0.9) | 62 (0.1) | 0.97 | 0.48 | 0.98 | 0.47 (0.44 to 0.49) | 0.38 (0.35 to 0.40) | 0.99 (0.99 to 0.99) | 0.67 (0.64 to 0.70) | 0.97 (0.97 to 0.98) |
Other SUDs* | 2314 (4.8) | 359 (0.7) | 1222 (2.5) | 733 (1.5) | 0.92 | 0.17 | 0.96 | 0.15 (0.14 to 0.17) | 0.10 (0.09 to 0.11) | 0.99 (0.99 to 0.99) | 0.54 (0.50 to 0.58) | 0.93 (0.93 to 0.93) |
Opioid use disorder | 4035 (8.4) | 330 (0.7) | 3320 (6.9) | 385 (0.8) | 0.99 | 0.19 | 0.99 | 0.18 (0.14 to 0.22) | 0.12 (0.09 to 0.15) | 1.00 (1.00 to 1.00) | 0.41 (0.33 to 0.49) | 0.99 (0.99 to 0.99) |
Any selected mental health disorders | 13 226 (27.5) | 2644 (5.5) | 2761 (5.7) | 7821 (16.3) | 0.89 | 0.74 | 0.93 | 0.67 (0.66 to 0.68) | 0.74 (0.73 to 0.75) | 0.93 (0.93 to 0.93) | 0.75 (0.74 to 0.76) | 0.93 (0.92 to 0.93) |
Mood disorders† | 2070 (4.3) | 874 (1.8) | 775 (1.6) | 421 (0.9) | 0.95 | 0.43 | 0.97 | 0.40 (0.39 to 0.42) | 0.39 (0.37 to 0.41) | 0.98 (0.98 to 0.98) | 0.48 (0.46 to 0.51) | 0.97 (0.97 to 0.97) |
Depression | 157 (0.3) | 71 (0.1) | 73 (0.2) | 13 (0.0) | 0.97 | 0.34 | 0.98 | 0.32 (0.30 to 0.34) | 0.35 (0.32 to 0.38) | 0.98 (0.98 to 0.98) | 0.33 (0.30 to 0.35) | 0.98 (0.98 to 0.98) |
Psychoses | 582 (1.2) | 104 (0.2) | 433 (0.9) | 45 (0.1) | 0.92 | 0.72 | 0.95 | 0.67 (0.66 to 0.68) | 0.78 (0.77 to 0.79) | 0.94 (0.94 to 0.94) | 0.67 (0.66 to 0.68) | 0.96 (0.96 to 0.97) |
Neurotic/stress/somatoform disorders‡ | 9323 (19.4) | 2592 (5.4) | 1459 (3.0) | 5272 (11.0) | 0.97 | 0.13 | 0.99 | 0.11 (0.09 to 0.14) | 0.10 (0.08 to 0.12) | 0.99 (0.99 to 0.99) | 0.18 (0.15 to 0.22) | 0.98 (0.98 to 0.98) |
Anxiety disorders | 3468 (7.2) | 1015 (2.1) | 1500 (3.1) | 953 (2.0) | 1.00 | 0.15 | 1.00 | 0.15 (0.08 to 0.23) | 0.15 (0.08 to 0.24) | 1.00 (1.00 to 1.00) | 0.16 (0.09 to 0.25) | 1.00 (1.00 to 1.00) |
Personality disorders | 1316 (2.7) | 396 (0.8) | 832 (1.7) | 88 (0.2) | 0.99 | 0.14 | 0.99 | 0.14 (0.10 to 0.18) | 0.09 (0.07 to 0.12) | 1.00 (1.00 to 1.00) | 0.30 (0.23 to 0.38) | 0.99 (0.99 to 0.99) |
*Included opioid use disorder.
†Included depression.
‡Included anxiety disorders.
ED, emergency department; SUD, substance use disorder.