Timeframe,Model,AUC,AUPR,F1,Sensitivity,Specificity,"Spec.@95%Sens." "1","CovEWS","97.6 (96.3, 98.5)","73.2 (65.5, 80.9)","56.1 (51.0, 60.5)","93.7 (89.1, 97.0)","92.7 (91.9, 93.6)","90.9 (69.3, 94.2)" "1","CovEWS (linear)","* 96.8 (95.2, 98.1)","74.6 (67.1, 80.5)","* 51.1 (45.6, 55.5)","* 89.7 (84.7, 94.4)","* 91.6 (90.6, 92.5)","* 82.4 (68.9, 90.8)" "1","Liang et al. 2020","* 89.4 (86.9, 91.9)","* 34.3 (27.2, 42.8)","* 33.9 (30.2, 38.5)","* 78.6 (72.3, 84.8)","* 85.3 (84.0, 86.5)","* 62.8 (36.8, 69.9)" "1","COVER_F","* 83.5 (80.5, 86.1)","* 19.3 (14.4, 24.9)","* 24.3 (20.7, 27.9)","* 78.5 (72.0, 83.6)","* 76.0 (74.4, 77.6)","* 48.7 (37.6, 61.1)" "1","SOFA","* 92.1 (89.7, 93.9)","* 47.1 (39.1, 55.4)","* 41.5 (36.4, 47.0)","* 75.6 (68.9, 81.6)","* 90.4 (89.4, 91.5)","* 41.7 (40.1, 79.1)" "1","Yan et al. 2020","* 75.5 (72.8, 77.7)","* 50.2 (47.5, 52.4)","* 19.3 (16.7, 21.8)","* 88.9 (83.9, 93.3)","* 62.1 (60.3, 63.5)","* 00.0 (00.0, 00.0)" "1","MEWS","* 84.6 (80.7, 88.4)","* 44.4 (35.0, 51.5)","* 32.7 (29.1, 36.5)","* 82.0 (76.1, 86.8)","* 83.6 (82.5, 84.9)","* 00.0 (00.0, 11.7)" "2","CovEWS","97.2 (95.8, 98.3)","72.0 (63.9, 78.9)","55.8 (50.5, 60.3)","93.1 (88.2, 96.3)","92.7 (91.9, 93.6)","90.4 (66.4, 93.9)" "2","CovEWS (linear)","* 96.5 (94.7, 97.6)","73.2 (65.8, 79.5)","* 47.5 (42.0, 51.8)","* 91.5 (86.8, 95.7)","* 90.0 (88.9, 90.8)","* 81.5 (68.5, 90.3)" "2","Liang et al. 2020","* 89.0 (86.3, 91.5)","* 34.5 (27.4, 42.9)","* 33.9 (30.2, 38.5)","* 78.6 (72.3, 84.8)","* 85.3 (84.0, 86.5)","* 62.2 (30.5, 68.4)" "2","COVER_F","* 83.5 (80.5, 86.1)","* 19.3 (14.4, 24.9)","* 24.3 (20.7, 27.9)","* 78.5 (72.0, 83.6)","* 76.0 (74.4, 77.6)","* 48.7 (37.6, 61.1)" "2","SOFA","* 91.9 (89.2, 93.8)","* 45.8 (38.2, 54.5)","* 41.2 (36.4, 46.4)","* 75.0 (67.8, 81.3)","* 90.4 (89.4, 91.5)","* 41.6 (40.1, 79.1)" "2","Yan et al. 2020","* 75.2 (72.3, 77.4)","* 49.9 (47.0, 51.9)","* 19.2 (16.6, 21.8)","* 88.3 (82.8, 93.0)","* 62.1 (60.3, 63.5)","* 00.0 (00.0, 00.0)" "2","MEWS","* 85.7 (82.3, 89.3)","* 42.6 (34.5, 50.4)","* 33.3 (29.7, 36.9)","* 83.9 (78.4, 88.9)","* 83.6 (82.5, 84.9)","* 00.0 (00.0, 11.9)" "4","CovEWS","97.3 (96.0, 98.3)","70.9 (62.7, 77.7)","54.3 (48.9, 58.6)","94.0 (90.2, 97.1)","92.2 (91.3, 93.1)","90.7 (69.3, 94.1)" "4","CovEWS (linear)","* 96.5 (95.0, 97.9)","71.8 (64.0, 79.0)","* 47.1 (41.8, 51.5)","* 91.4 (87.6, 95.4)","* 90.0 (88.9, 90.8)","* 82.5 (58.9, 90.3)" "4","Liang et al. 2020","* 89.2 (86.5, 91.6)","* 34.5 (27.3, 43.2)","* 34.2 (30.4, 38.8)","* 79.9 (73.7, 85.9)","* 85.3 (84.0, 86.5)","* 62.2 (30.9, 68.6)" "4","COVER_F","* 83.5 (80.4, 86.0)","* 19.1 (14.4, 24.8)","* 24.2 (20.5, 27.9)","* 78.4 (71.6, 83.5)","* 76.0 (74.4, 77.6)","* 48.7 (37.6, 61.1)" "4","SOFA","* 91.7 (89.1, 93.6)","* 46.1 (38.0, 54.6)","* 41.6 (36.8, 47.1)","* 76.0 (69.3, 82.3)","* 90.4 (89.4, 91.5)","* 41.5 (39.9, 78.9)" "4","Yan et al. 2020","* 75.2 (72.2, 77.4)","* 49.8 (47.0, 51.9)","* 19.0 (16.5, 21.7)","* 88.3 (82.7, 92.9)","* 62.1 (60.3, 63.5)","* 00.0 (00.0, 00.0)" "4","MEWS","* 84.1 (80.2, 87.6)","* 39.6 (32.2, 47.7)","* 32.7 (28.9, 36.3)","* 82.4 (77.4, 87.6)","* 83.6 (82.5, 84.9)","* 00.0 (00.0, 11.8)" "8","CovEWS","97.4 (96.3, 98.3)","68.9 (61.3, 75.9)","52.1 (46.7, 56.6)","94.5 (90.5, 97.4)","91.3 (90.5, 92.3)","90.7 (77.7, 94.1)" "8","CovEWS (linear)","* 96.6 (95.0, 97.8)","69.3 (61.0, 77.3)","* 47.0 (41.9, 51.3)","* 91.4 (86.8, 95.4)","* 90.0 (88.9, 90.9)","* 82.4 (68.9, 90.3)" "8","Liang et al. 2020","* 89.3 (86.6, 91.8)","* 34.3 (27.3, 42.6)","* 30.5 (27.2, 35.1)","* 84.3 (79.4, 90.0)","* 81.3 (80.1, 82.7)","* 61.8 (30.9, 69.1)" "8","COVER_F","* 83.6 (80.5, 86.1)","* 19.1 (14.4, 24.9)","* 24.2 (20.5, 27.9)","* 78.8 (72.0, 84.0)","* 76.0 (74.4, 77.6)","* 48.7 (37.6, 61.1)" "8","SOFA","* 91.7 (89.3, 93.7)","* 46.0 (38.1, 54.1)","* 41.1 (36.2, 47.0)","* 75.2 (68.4, 81.1)","* 90.4 (89.4, 91.5)","* 41.6 (40.1, 78.9)" "8","Yan et al. 2020","* 75.7 (73.1, 77.9)","* 50.3 (47.6, 52.5)","* 19.3 (16.5, 21.8)","* 89.4 (84.3, 93.7)","* 62.1 (60.3, 63.5)","* 00.0 (00.0, 00.0)" "8","MEWS","* 83.5 (78.8, 87.8)","* 38.2 (30.9, 46.1)","* 32.1 (28.2, 35.8)","* 80.4 (74.2, 86.0)","* 83.6 (82.5, 84.9)","* 00.0 (00.0, 11.8)" "16","CovEWS","96.7 (95.1, 97.6)","66.7 (58.4, 74.8)","51.4 (46.6, 56.6)","94.5 (89.8, 97.8)","89.2 (88.2, 90.5)","88.6 (77.2, 92.4)" "16","CovEWS (linear)","* 95.8 (94.4, 96.9)","66.7 (57.6, 73.5)","* 50.3 (45.8, 55.6)","* 88.8 (83.0, 93.6)","89.9 (88.6, 90.9)","* 80.0 (69.7, 87.9)" "16","Liang et al. 2020","* 86.9 (83.7, 89.6)","* 33.1 (25.5, 41.5)","* 32.8 (29.2, 37.3)","* 79.4 (73.7, 85.7)","* 81.2 (79.7, 82.6)","* 52.5 (28.8, 62.4)" "16","COVER_F","* 81.5 (78.3, 84.4)","* 20.1 (15.2, 25.8)","* 26.2 (22.1, 30.2)","* 68.3 (61.5, 76.1)","* 78.0 (76.5, 79.6)","* 43.7 (31.8, 55.8)" "16","SOFA","* 90.4 (87.6, 92.5)","* 42.4 (33.6, 50.6)","* 41.2 (36.7, 47.1)","* 75.1 (67.8, 80.9)","* 88.4 (87.2, 89.8)","* 39.8 (37.7, 76.5)" "16","Yan et al. 2020","* 73.6 (70.6, 75.8)","* 50.2 (46.8, 52.4)","* 20.8 (18.1, 23.7)","* 87.8 (82.3, 92.2)","* 59.4 (57.1, 61.2)","* 00.0 (00.0, 00.0)" "16","MEWS","* 80.1 (74.8, 83.7)","* 34.0 (26.0, 39.9)","* 33.8 (29.7, 37.7)","* 77.2 (69.9, 83.0)","* 82.7 (81.3, 84.2)","* 00.0 (00.0, 00.0)" "24","CovEWS","96.0 (94.2, 97.2)","63.7 (53.6, 71.4)","48.7 (44.1, 54.2)","92.4 (87.8, 96.3)","88.1 (86.9, 89.4)","83.0 (69.2, 90.0)" "24","CovEWS (linear)","* 95.3 (93.8, 96.6)","64.0 (54.7, 72.0)","49.1 (44.3, 53.8)","* 89.1 (83.7, 94.6)","88.9 (87.6, 90.2)","* 76.9 (59.1, 87.7)" "24","Liang et al. 2020","* 85.5 (82.2, 88.4)","* 33.5 (25.3, 42.3)","* 32.5 (28.1, 36.9)","* 77.3 (71.2, 83.7)","* 80.9 (79.6, 82.4)","* 44.4 (25.0, 57.4)" "24","COVER_F","* 81.2 (77.9, 84.1)","* 20.3 (15.3, 25.9)","* 26.4 (22.4, 30.1)","* 64.7 (57.9, 71.9)","* 79.0 (77.5, 80.7)","* 42.8 (30.9, 54.9)" "24","SOFA","* 89.0 (85.7, 91.5)","* 40.9 (32.8, 48.6)","* 40.1 (35.3, 44.7)","* 72.0 (64.5, 79.3)","88.0 (86.8, 89.5)","* 39.0 (00.0, 41.1)" "24","Yan et al. 2020","* 72.4 (69.0, 75.1)","* 49.6 (46.3, 52.2)","* 20.6 (17.9, 23.5)","* 86.5 (80.7, 91.6)","* 58.5 (56.1, 60.1)","* 00.0 (00.0, 00.0)" "24","MEWS","* 77.2 (72.7, 81.6)","* 31.7 (23.2, 37.4)","* 32.8 (28.3, 36.9)","* 72.5 (65.4, 79.5)","* 82.6 (81.1, 84.2)","* 00.0 (00.0, 00.0)" "48","CovEWS","95.3 (93.4, 96.5)","60.7 (51.4, 68.9)","47.1 (41.8, 51.9)","92.6 (88.2, 96.4)","87.0 (85.7, 88.2)","81.3 (60.9, 88.0)" "48","CovEWS (linear)","* 94.5 (92.9, 95.8)","61.6 (52.1, 68.9)","* 42.1 (37.6, 47.2)","* 88.7 (82.6, 93.4)","* 85.1 (83.7, 86.5)","* 75.7 (61.8, 83.6)" "48","Liang et al. 2020","* 85.3 (82.5, 88.1)","* 31.1 (24.3, 38.0)","* 31.0 (26.9, 35.7)","* 75.7 (68.7, 82.0)","* 79.8 (78.1, 81.6)","* 46.6 (26.9, 61.0)" "48","COVER_F","* 81.1 (77.6, 83.8)","* 21.2 (15.8, 27.0)","* 26.3 (22.2, 30.6)","* 64.5 (57.1, 72.6)","* 78.8 (77.2, 80.3)","* 43.1 (30.0, 54.2)" "48","SOFA","* 87.3 (84.0, 90.1)","* 38.7 (29.6, 46.4)","* 36.8 (31.9, 42.4)","* 66.8 (59.1, 73.9)","87.4 (86.2, 88.8)","* 38.0 (00.0, 39.8)" "48","Yan et al. 2020","* 72.3 (69.4, 75.0)","* 50.1 (47.0, 52.8)","* 20.5 (17.9, 23.2)","* 87.7 (82.3, 93.0)","* 56.9 (54.5, 58.9)","* 00.0 (00.0, 00.0)" "48","MEWS","* 75.7 (70.9, 81.1)","* 33.1 (25.8, 40.5)","* 32.6 (28.7, 37.4)","* 73.1 (66.5, 80.0)","* 82.3 (80.8, 83.8)","* 00.0 (00.0, 00.0)" "96","CovEWS","94.7 (92.3, 96.1)","59.5 (48.0, 67.6)","41.8 (36.1, 46.2)","87.0 (80.5, 92.8)","85.9 (84.6, 87.6)","74.8 (54.1, 85.2)" "96","CovEWS (linear)","* 93.8 (91.9, 95.5)","61.3 (50.6, 69.3)","* 37.4 (33.0, 42.5)","87.0 (80.6, 93.2)","* 83.1 (81.4, 84.6)","* 69.5 (59.9, 79.7)" "96","Liang et al. 2020","* 85.3 (82.1, 87.9)","* 26.8 (19.5, 33.7)","* 26.3 (22.5, 30.6)","* 76.7 (69.7, 83.6)","* 75.3 (73.5, 77.2)","* 56.6 (39.3, 64.1)" "96","COVER_F","* 80.4 (76.5, 83.7)","* 19.9 (14.0, 26.0)","* 23.9 (18.9, 28.1)","* 62.3 (52.9, 70.5)","* 78.1 (76.5, 79.9)","* 42.0 (28.9, 52.9)" "96","SOFA","* 86.9 (82.8, 90.0)","* 36.1 (27.2, 44.5)","* 35.3 (30.1, 40.1)","* 67.2 (58.2, 75.8)","86.9 (85.6, 88.4)","* 37.0 (34.3, 39.1)" "96","Yan et al. 2020","* 71.3 (67.8, 74.5)","* 49.2 (45.6, 52.3)","* 19.1 (15.9, 21.9)","86.8 (81.1, 92.9)","* 55.9 (53.3, 57.7)","* 00.0 (00.0, 00.0)" "96","MEWS","* 70.5 (64.4, 76.7)","* 30.0 (21.7, 37.8)","* 27.4 (23.2, 32.0)","* 63.9 (55.6, 72.3)","* 81.6 (79.9, 83.1)","* 00.0 (00.0, 00.0)" "192","CovEWS","94.1 (92.1, 95.5)","51.8 (40.1, 62.8)","40.0 (34.0, 45.3)","85.3 (78.2, 91.9)","85.5 (83.8, 87.0)","78.9 (59.4, 83.8)" "192","CovEWS (linear)","* 93.1 (90.8, 94.9)","53.2 (41.4, 64.1)","* 35.9 (30.5, 40.8)","89.0 (82.6, 94.5)","* 81.7 (79.8, 83.7)","* 67.6 (57.1, 80.6)" "192","COVER_F","* 80.9 (76.4, 84.3)","* 18.1 (13.6, 24.4)","* 24.0 (18.0, 28.8)","* 62.4 (51.9, 71.4)","* 78.4 (76.5, 80.5)","* 42.6 (25.3, 53.8)" "192","Liang et al. 2020","* 82.7 (79.1, 85.6)","* 25.5 (17.2, 32.6)","* 26.6 (22.1, 31.0)","* 74.2 (65.6, 81.4)","* 77.1 (75.2, 79.0)","* 39.4 (14.4, 61.2)" "192","SOFA","* 83.4 (79.7, 88.1)","* 30.1 (21.4, 40.7)","* 31.4 (25.2, 36.7)","* 62.8 (52.2, 74.4)","85.7 (84.2, 87.4)","* 36.7 (00.0, 39.3)" "192","Yan et al. 2020","* 71.9 (68.2, 74.8)","* 49.6 (46.1, 52.9)","* 19.1 (15.3, 22.4)","87.6 (81.4, 93.5)","* 56.3 (53.8, 58.4)","* 00.0 (00.0, 00.0)" "192","MEWS","* 74.0 (67.9, 79.5)","* 27.7 (18.1, 37.0)","* 28.7 (23.9, 33.3)","* 69.8 (60.4, 78.7)","* 81.0 (79.2, 82.9)","* 00.0 (00.0, 00.0)"