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. 2023 Dec 19;13:22641. doi: 10.1038/s41598-023-50012-8

Table 2.

Patient-specific preoperative parameters, with p-values for comparing the external set to the internal set; ASA = American Society of Anesthesiologists Classification, ADPKD = autosomal dominant polycystic kidney disease, COPD = chronic obstructive pulmonary disease, DM = Diabetes mellitus, mRS = modified Rankin Scale, SAH = subarachnoid hemorrhage, SD = standard deviation, mRS = modified Rankin Scale, pnND = permanent new neurological deficit, GOS =  Glasgow outcome scale, tnND = transient new neurological deficit, mRS-Diff > 1 = mRS difference > 1 (preoperative vs. postoperative).

Patient-specific preoperative parameters Internal Set mRS > 2 pnND GOS < 5 tnND mRS-Diff > 1 Train Set Test Set External Set p-value
Number of Aneurysms 466 59 29 63 35 48 380 86 256
Mean Age in years (± SD) 55.5 (± 10.5) 55.9 (± 12.2) 59.8 (± 10.7) 55.9 (± 13.1) 55.2 (± 12.9) 58.1 (± 11.5) 55.1 (± 10.4) 57.3 (± 10.7) 57.4 (± 9.6) 0.0259
Female Gender 313 (67.2%) 31 (52.5%) 22 (75.9%) 34 (54.0%) 23 (65.7%) 30 (62.5%) 257 (67.6%) 56 (65.1%) 198 (77.3%) 0.0041
ASA Classification < 0.0001
 ASA I 101 (21.7%) 3 (5.1%) 3 (10.3%) 6 (9.5%) 10 (28.6%) 5 (10.4%) 93 (24.5%) 8 (9.3%) 2 (0.8%)
 ASA II 255 (54.7%) 28 (57.4%) 15 (51.7%) 30 (47.6%) 15 (42.9%) 27 (56.2%) 200 (52.6%) 55 (64.0%) 157 (61.3%)
 ASA III 101 (21.7%) 24 (40.7%) 10 (34.5%) 23 (36.5%) 8 (22.8%) 14 (29.2%) 80 (21.1%) 21 (24.4%) 95 (37.1%)
 ASA IV 8 (1.7%) 3 (5.1%) 0 3 (4.8%) 2 (5.7%) 1 (2.1%) 6 (1.6%) 2 (2.3%) 2 (0.8%)
 ASA V 1 (0.2%) 1 (1.7%) 1 (3.5%) 1 (1.6%) 0 1 (2.1%) 1 (0.2%) 0 0
mRS preoperative  < 0.0001
 0 288 (61.8%) 14 (23.7%) 15 (51.7%) 19 (30.2%) 15 (42.8%) 29 (60.4%) 222 (58.4%) 66 (76.7%) 124 (48.4%)
 1 107 (23.0%) 14 (23.7%) 8 (27.6%) 17 (27.0%) 13 (37.1%) 14 (29.2%) 89 (23.4%) 18 (20.9%) 102 (39.8%)
 2 51 (10.9%) 12 (20.4%) 4 (13.9%) 13 (20.6%) 5 (14.3%) 4 (8.3%) 51 (13.4%) 0 28 (10.9%)
 3 15 (3.2%) 14 (23.7%) 1 (3.4%) 9 (14.3%) 1 (2.9%) 1 (2.1%) 15 (4.0%) 0 2 (0.8%)
 4 4 (0.9%) 4 (6.8%) 0 4 (6.3%) 1 (2.9%) 0 3 (0.8%) 1 (1.2%) 0
 5 1 (0.2%) 1 (1.7%) 1 (3.4%) 1 (1.6%) 0 0 0 1 (1.2%) 0
ADPKD 9 (1.9%) 3 (5.1%) 2 (6.9%) 4 (6.3%) 1 (2.9%) 4 (8.3%) 7 (1.9%) 2 (2.5%) 5 (2.0%) 0.9518
Hypertension 282 (60.5%) 38 (64.4%) 19 (65.6%) 37 (58.7%) 22 (62.9%) 32 (66.7%) 225 (59.4%) 57 (67.9%) 159 (62.1%) 0.7516
COPD 70 (15.0%) 12 (20.3%) 6 (20.1%) 11 (17.5%) 4 (11.4%) 9 (18.8%) 63 (16.6% 7 (8.2%) 20 (7.8%) 0.0049
DM II 20 (4.3%) 3 (5.1%) 1 (3.4%) 6 (9.5%) 4 (11.4%) 3 (6.3%) 11 (2.9%) 9 (10.6%) 19 (7.4%) 0.0778
Previous stroke 43 (9.2%) 9 (15.2%) 4 (13.8%) 9 (14.3%) 7 (20.0%) 5 (10.4%) 36 (9.5%) 7 (8.2%) 42 (16.4%) 0.0044
Psychiatric disorder 72 (15.4%) 10 (16.9%) 5 (17.2%) 8 (12.7%) 4 (11.4%) 6 (12.5%) 61 (16.1%) 11 (13.1%) 19 (7.4%) 0.0018
Earlier SAH (another aneurysm) 78 (16.7%) 12 (20.3%) 1 (3.4%) 8 (12.7%) 6 (17.1%) 3 (6.3%) 69 (18.2%) 9 (10.1%) 14 (5.5%) < 0.0001
Smoking 108 (23.2%) 14 (23.7%) 8 (27.6%) 13 (20.6%) 6 (17.1%) 11 (22.9%) 91 (24.1%) 17 (20.5%) 122 (47.7%) < 0.0001
Alcohol abuse 30 (6.4%) 6 (10.2%) 2 (6.9%) 6 (9.5%) 1 (2.9%) 3 (6.3%) 25 (6.6%) 5 (6.0%) 21 (8.2%) 0.3936
Aneurysm in family history 22 (4.7%) 3 (5.1%) 2 (6.9%) 3 (4.8%) 2 (5.7%) 2 (4.2%) 20 (5.3%) 2 (2.4%) 22 (8.6%) 0.0390