Copyright
©The Author(s) 2025.
World J Meta-Anal. Jun 18, 2025; 13(2): 100483
Published online Jun 18, 2025. doi: 10.13105/wjma.v13.i2.100483
Published online Jun 18, 2025. doi: 10.13105/wjma.v13.i2.100483
Table 1 Patient demographics and details of ventriculoperitoneal shunt catheter migration into the scrotum in children (n = 112)
Number | Ref. | Indication for VPS insertion | Age VPS insertion | Age scrotal migration | Interval (months) | VPS (revision) | Site1 (right/left) | Operative procedures executed | Outcome |
1 | Ramani et al[19], 1974 | Hydrocephalus (congenital) | Neonate (12 days) | 6 months | 5 months | No | Right | A | R |
2 | Levey et al[20], 1977 | Hydrocephalus with NTD (congenital) | Neonate (13 days) | 1 month | 6 days | Yes | Right | A | R |
3 | Redman et al[21], 1978 | Hydrocephalus (congenital?) | N/A | 6 months | N/A | No | Right | A | R |
4 | Bristow et al[22], 1978 | Hydrocephalus (congenital) | 10 months | 10 months | 1 day | No | Right | C | R |
5 | Crofford et al[23], 1983 | Hydrocephalus (post haemorrhagic) | Neonate (15 days) | 6 months | 5 months | No | Right | A | R |
6 | Crofford et al[23], 1983 | Hydrocephalus (congenital) | Neonate (1 month) | 3 months | 2 months | No | Right | A | R |
7 | Crofford et al[23], 1983 | Hydrocephalus (congenital) | 3 months | 4 months | 1 month | No | Right | A | R |
8 | Crofford et al[23], 1983 | Hydrocephalus (brain tumor) | 48 months | 50 months | 2 months | No | Left | B | R |
9 | Fuwa et al[24], 1984 | Hydrocephalus (congenital) | Neonate (22 days) | 12 months | 11 months | Yes | Left | I | R |
10 | Ram et al[25], 1987 | Hydrocephalus (post infective) | 6 months | 36 months | 30 months | No | Right | C | R |
11 | Kwok et al[26], 1989 | Hydrocephalus (congenital) | Neonate (1 month) | 6 months | 1 week | Yes | Bilateral | E | R |
12 | Calvário et al[27], 1990 | Hydrocephalus (congenital) | Neonate (1 month) | 24 months | 23 months | No | Right | A | R |
13 | Göçer et al[28], 1990 | Hydrocephalus (congenital) | 2 months | 10 months | 8 months | No | Right | C | R |
14 | Selcuklu[29], 1991 | Hydrocephalus with NTD (congenital) | Neonate | 8 months | 7 months | No | Right | B | R |
15 | Ammar et al[30], 1991 | Hydrocephalus (congenital) | 5 months | 7 months | 2 months | No | Left | G | R |
16 | Jamjoom et al[31], 1992 | Hydrocephalus (congenital) | Neonate (3 weeks) | 14 months | 2 months | Yes | Right | E | R |
17 | Wong[32], 1994 | Hydrocephalus (congenital) | 6 months | 7 months | 1 month | No | Right | A | R |
18 | Goh et al[33], 1997 | Hydrocephalus (congenital) | Neonate (1 day) | 4 months | 4 months | No | Right | B | R |
19 | Oktem et al[34], 1998 | Hydrocephalus (congenital) | 10 months | 16 months | 6 months | No | Right | A | R |
20 | Oktem et al[34], 1998 | Hydrocephalus (congenital) | 2.5 months | 8 months | 5 months | No | Right | A | R |
21 | Oktem et al[34], 1998 | Hydrocephalus (congenital) | Neonate (9 days) | 4 months | 4 months | No | Right | A | R |
22 | Oktem et al[34], 1998 | Hydrocephalus (congenital) | 2.5 months | 2.5 months | 1 day | No | Left | A | R |
23 | Porras Estrada et al[35], 1999 | Hydrocephalus (congenital) | Neonate (1 day) | 11 months | 5 months | Yes | Left | A | R |
24 | Ozveren et al[36], 1999 | Hydrocephalus with NTD (congenital) | Neonate (3 days) | 4 days | 1 day | No | Right | A | R |
25 | Silver et al[37], 2000 | Hydrocephalus (congenital) | 6 months | 36 months | N/A | Yes | Right | F | R |
26 | Ward et al[38], 2001 | Hydrocephalus (post infective) | 11 months | 18 months | 7 months | No | Right | A | R |
27 | Gupta[39], 2003 | Hydrocephalus (congenital) | Neonate | 10 months | 9 months | No | Right | A | R |
28 | Henriques et al[40], 2003 | Hydrocephalus (post-haemorrhagic) | Neonate | 5 months | 4 months | No | Right | A | R |
29 | Walsh et al[41], 2004 | Hydrocephalus (congenital) | 5 months | 11 months | 6 months | No | Right | L | N/A |
30 | de Aquino et al[42], 2006 | Hydrocephalus with NTD (congenital) | Neonate (1 day) | 14 months | 14 months | No | Right | L | R |
31 | de Aquino et al[42], 2006 | Hydrocephalus (congenital) | Neonate (11 days) | 1 month | 20 days | No | Right | L | R |
32 | Moon et al[43], 2007 | Hydrocephalus (congenital) | 4 months | 12 years | 4 months | Yes | Left | C | R |
33 | Karaosmanoglu et al[44], 2008 | Hydrocephalus with NTD (congenital) | N/A | 14 months | N/A | No | Right | G? | R |
34 | Kayaoğlu et al[45], 2008 | Hydrocephalus with NTD (congenital) | Neonate (10 days) | 5 months | 4 months | No | Right | C | R |
35 | Agarwal et al[46], 2009 | Hydrocephalus (congenital?) | 8 months | 24 months | 7 months | Yes | Right | A | R |
36 | Rahman et al[47], 2009 | Hydrocephalus (brain tumor) | 48 months | 49 months | 1 month | No | Right | C | R |
37 | de Quintana-Schmidt et al[48], 2010 | Hydrocephalus (congenital) | Neonate | 2 months | 1.6 month | No | Left | A | R |
38 | Kita et al[49], 2010 | Hydrocephalus (brain tumor) | 60 months | 64 months | 4 months | No | Left | A | R |
39 | Ho et al[50], 2011 | Hydrocephalus (congenital) | N/A | 14 years | 12 months | Yes | Left | F | R |
40 | Potineni et al[51], 2012 | Hydrocephalus (congenital) | 2 months | 2 months | 1 day | No | Left | A | R |
41 | Mohammadi et al[52], 2012 | Hydrocephalus (congenital) | 7 months | 12 months | 5 months | No | Right | A | R |
42 | Alladi et al[53], 2012 | Hydrocephalus with NTD (congenital) | Neonate | 20 months | 19 months | No | Left | J | R |
43 | Gupta et al[54], 2012 | Hydrocephalus (congenital) | 6 months | 24 months | 18 months | No | Right | A | R |
44 | Kundal et al[55], 2012 | Hydrocephalus (congenital) | 6 months | 24 months | 18 months | No | Right | A | R |
45 | Rivero-Garvía et al[56], 2013 | Hydrocephalus (post infective) | 12 months | 72 months | 60 months | No | Right | A | R |
46 | Elizabeth et al[57], 2013 | Hydrocephalus (post-haemorrhagic) | 2 months | 14 months | 12 months | No | Right | A | R |
47 | Ghasemi and Ashouri[58], 2013 | Hydrocephalus (congenital) | 2 months | 9 months | 7 months | No | Right | A | R |
48 | Shahizon et al[59], 2013 | Hydrocephalus (congenital) | N/A | 14 years | 7 months | Yes | Left | F | R |
49 | Panda et al[60], 2013 | Hydrocephalus (congenital) | 18 months | 60 months | 42 months | No | Left | A | R |
50 | Ojo et al[61], 2013 | Hydrocephalus (congenital) | 10 months | 15 months | 5 months | No | Left | A | R |
51 | Erikci et al[62], 2014 | Hydrocephalus (congenital) | 2 months | 48 months | 46 months | No | Left | A | R |
52 | Erikci et al[62], 2014 | Hydrocephalus with NTD (congenital) | Neonate (6 days) | 2 months | 2 months | No | Right | A | R |
53 | Shankar et al[63], 2014 | Hydrocephalus (congenital) | Neonate (1 month) | 12 months | 11 months | No | Right | A | R |
54 | Basaran et al[64], 2014 | Hydrocephalus (congenital) | Neonate (12 days) | 6 months | 5 months | No | Right | C | R |
55 | Kumar and Jagannathan[65], 2015 | Hydrocephalus (congenital) | 3 months | 11 months | 8 months | No | Left | A | R |
56 | Bayindir et al[66], 2015 | Hydrocephalus with NTD (congenital) | 3 months | 18 months | 2 months | Yes | Right | A | R |
57 | Sarangi et al[67], 2016 | Hydrocephalus (post infective) | 12 months | 48 months | 36 months | No | Left | G | R |
58 | Singh et al[68], 2016 | Hydrocephalus (congenital) | Neonate | 8 months | 7 months | No | Right | A | R |
59 | Singh et al[68], 2016 | Hydrocephalus with NTD (congenital) | 7 months | 14 months | 7 months | No | Right | A | R |
60 | Ricci et al[69], 2016 | Hydrocephalus (congenital?) | 24 months | 10 years | N/A | Yes | Left | I | R |
61 | Hung et al[70], 2017 | Hydrocephalus (post-haemorrhagic) | 3 months | 5 months | 2 months | No | Right | A | R |
62 | Javadi et al[71], 2017 | Hydrocephalus (congenital) | 8 months | 10 months | 2 months | No | Right | A | R |
63 | Kumar et al[72], 2017 | Hydrocephalus with NTD (congenital) | Neonate (14 days) | 48 months | 47 months | No | Right | A | R |
64 | Fernandez-Ibieta et al[73], 2017 | Hydrocephalus (congenital) | Neonate | 7.5 months (mean) | 6.5 months (mean) | No | Right | A | R |
65 | Fernandez-Ibieta et al[73], 2017 | Hydrocephalus (congenital) | Neonate | 7.5 months (mean) | 6.5 months (mean) | No | Right | A | R |
66 | Fernandez-Ibieta et al[73], 2017 | Hydrocephalus (congenital) | Neonate | 7.5 months (mean) | 6.5 months (mean) | No | Right | A | R |
67 | Fernandez-Ibieta et al[73], 2017 | Hydrocephalus (congenital) | Neonate | 7.5 months (mean) | 6.5 months (mean) | No | Right | A | R |
68 | Fernandez-Ibieta et al[73], 2017 | Hydrocephalus (congenital) | Neonate | 7.5 months (mean) | 6.5 months (mean) | No | Right | A | R |
69 | Fernandez-Ibieta et al[73], 2017 | Hydrocephalus (congenital) | Neonate | 7.5 months (mean) | 6.5 months (mean) | No | Left? | A | R |
70 | Fernandez-Ibieta et al[73], 2017 | Hydrocephalus (congenital) | Neonate | 7.5 months (mean) | 6.5 months (mean) | No | Left | D | R |
71 | Bawa et al[74], 2017 | Hydrocephalus with NTD (congenital) | 3 months | 7 months | 4 months | No | Right | A | R |
72 | Bawa et al[74], 2017 | Hydrocephalus (congenital) | 48 months | 51 months | 3 months | No | Right | A | R |
73 | Bawa et al[74], 2017 | Hydrocephalus (congenital) | 10 months | 15 months | 5 months | No | Right | A | R |
74 | Bawa et al[74], 2017 | Hydrocephalus (congenital) | 48 months | 52 months | 4 months | No | Right | I | R |
75 | Paterson et al[75], 2018 | Hydrocephalus (congenital?) | 11 months | 13 months | 1 week | Yes | Right | C | R |
76 | Deora et al[76], 2018 | Hydrocephalus (congenital) | 3 months | 12 months | 9 months | No | Right | A | R |
77 | Shah et al[77], 2018 | Hydrocephalus (post infective) | 13 months | 30 months | 17 months | No | Right | A | R |
78 | Nawaz et al[78], 2018 | Hydrocephalus (post infective) | 2 months | 6 months | 4 months | No | Right | A | R |
79 | Burhan et al[79], 2018 | Hydrocephalus (congenital?) | N/A | 24 months | N/A | No | Right | A | R |
80 | Ezzat et al[80], 2018 | Hydrocephalus (congenital) | 2 months | 3 months | 1 month | No | Left | A | R |
81 | Ezzat et al[80], 2018 | Hydrocephalus (congenital) | 2 months | 3 months | 1 month | No | Right? | A | R |
82 | Ezzat et al[80], 2018 | Hydrocephalus (congenital) | Neonate (1 month) | 2 months | 1 month | No | Right? | A | R |
83 | Soufiany et al[81], 2018 | Hydrocephalus (congenital) | Neonate (1 month) | 6 months | 7 days | Yes | Bilateral | E | R |
84 | Soufiany et al[81], 2018 | Hydrocephalus (N/A) | 56 months | 60 months | 4 months | No | Right | A | R |
85 | Dharmajaya[82], 2018 | Hydrocephalus (congenital) | 5 months | 12 months | 7 months | No | Right | A | R |
86 | Rajendran et al[83], 2019 | Hydrocephalus (congenital) | 3 months | 36 months | 33 months | No | Right | A | R |
87 | Shedrov et al[84], 2019 | Hydrocephalus (congenital) | 2 months | 9 years | 48 months | Yes | Right | F | R |
88 | Shedrov et al[84], 2019 | Hydrocephalus (post hemorrhage) | 3 months | 24 months | 21 months | No | Right | A | R |
89 | Abdoli et al[85], 2019 | Hydrocephalus (congenital?) | 23 months | 24 months | 10 days | No | Right | A | R |
90 | Abdoli et al[85], 2019 | Hydrocephalus (congenital) | 2 months | 12 months | 10 months | No | Right | A | R |
91 | Abdoli et al[85], 2019 | Hydrocephalus (congenital) | 5 months | 17 months | 12 months | No | Right | A | R |
92 | Abdoli et al[85], 2019 | Hydrocephalus (congenital) | 8 months | 12 months | 4 months | No | Left | A | R |
93 | Chan et al[86], 2019 | Hydrocephalus (congenital) | Neonate (16 days) | 18 months | 17 months | No | Right | H | R |
94 | Prates Junior et al[87], 2020 | Hydrocephalus (congenital) | Neonate (3 days) | 1.6 months | 1 month | No | Left | I | R |
95 | Gupta and Gupta[88], 2020 | Hydrocephalus (congenital) | Neonate (1 month) | 11 months | 3 months | Yes | Right | A | R |
96 | Khaliq et al[89], 2021 | Hydrocephalus with NTD (congenital) | Neonate | 12 months | 11 months | No | Right | A | R |
97 | Agarwal et al[90], 2021 | Hydrocephalus (post infective) | 15 months | 18 months | 3 months | No | Right | D | R |
98 | Javed et al[91], 2021 | Hydrocephalus (congenital) | 5 months | 5 months | 4 days | No | Right | A | R |
99 | Hauser et al[92], 2021 | Hydrocephalus with NTD (congenital) | Neonate (3 weeks) | 23 months | 22 months | No | Right | B | R |
100 | Ahmed et al[93], 2021 | Hydrocephalus (congenital) | Neonate (1 month) | 8 months | 7 months | No | Left | A | R |
101 | Alkhudari et al[94], 2022 | Hydrocephalus (post-haemorrhagic) | Neonate? | 6 months | 5 months? | No | Right | J | R |
102 | Taha et al[95], 2022 | Hydrocephalus with NTD (congenital) | Neonate (1 month) | 3 months | 2 months | No | Right | A | R |
103 | Topp et al[96], 2023 | Hydrocephalus with NTD (congenital) | Neonate (6 days) | 16 months | 16 months | No | Right | A | R |
104 | Tzeng et al[97], 2023 | Hydrocephalus (post-haemorrhagic) | Neonate? | 2 months? | 1 month | No | Right | K | R |
105 | Chettahi et al[98], 2023 | Hydrocephalus (congenital) | Neonate (1 month) | 60 months | 59 months | No | Right | A | R |
106 | Joseph et al[99], 2023 | Hydrocephalus (congenital) | Neonate (12 days) | 6 months | 1 month | Yes | Left | K | ?? |
107 | Chanchlani et al[100], 2023 | Hydrocephalus (congenital) | 2 months | 2 months | 5 days | No | Right | A | R |
108 | Fitra and Asrizal[101], 2023 | Hydrocephalus (congenital) | Neonate (1 month) | 1.5 months | 2 weeks | No | Left | J | R |
109 | Kiyak and Cansaran[102], 2023 | Hydrocephalus with NTD (congenital) | 1.5 months | 4 months | 2 months | No | Left | B | R |
110 | Darwish et al[103], 2023 | Hydrocephalus (congenital) | Neonate (1 month) | 6 months | 5 months | No | Right | A | R |
111 | Castrillo et al[104], 2023 | Hydrocephalus (congenital) | Neonate (1 month) | 3 months | 2 months | No | Right | B | R |
112 | Javeed et al[105], 2024 | Hydrocephalus with NTD (congenital) | 6.5 months | 7 months | 13 days | No | Right | A | R |
Table 2 Patient demographics and details of ventriculoperitoneal shunt catheter migration in adults and older people (n = 8)
Number | Ref. | Indication for VPS insertion | Age VPS insertion | Age scrotal migration | Interval | VPS (revision) | Site (right/left) | Operative procedures executed | Outcome |
1 | Rehm et al[106], 1997 | Hydrocephalus (brain tumor) | 46 years | 50 years | 4 years | No | Right | G | Death |
2 | Korfias et al[107], 2013 | Hydrocephalus (arachnoid cyst) | 29.6 years | 30 years | 6 months | No | Left | A | R |
3 | Lee et al[108], 2015 | Hydrocephalus (NPH) | 65 years | 65 years | 7 days | No | Right | D | R |
4 | Foster et al[109], 2019 | Hydrocephalus (post haemorrhagic) | Infant? (N/A) | 27 years | Days? | Yes | Right | B | R |
5 | Perret et al[110], 2021 | Hydrocephalus (N/A) | 16 years | 22 years | 6 years | No | Right | I | R |
6 | Khoudir et al[111], 2022 | Hydrocephalus (NPH) | 75 years | 75.4 years | 4 months | No | Right | C | R |
7 | Ndongo Sonfack et al[112], 2022 | Hydrocephalus (NPH) | 73 years | 73 years | 2 days | Yes | Right | A | R |
8 | Vicaría and Unzué[113], 2022 | Hydrocephalus (NPH) | 80 years | 80.2 years | 47 days | No | Right | G | Death |
Table 3 Yearly overview of literature included in the systematic review (n = 95)
Publication (year-wise) | Group A | Group B | Total (A+B) | Standard deviation | Mean | 95%CI (margin of error) |
1974–1980 | 4 | 0 | 4 | 2 | 2 | 2-2.772 (± 138.59%) |
1981–1985 | 2 | 0 | 2 | 1 | 1 | 1-1.386 (± 138.59%) |
1986–1990 | 4 | 0 | 4 | 2 | 2 | 2-2.772 (± 138.59%) |
1991–1995 | 4 | 0 | 4 | 2 | 2 | 2-2.772 (± 138.59%) |
1996–2000 | 5 | 1 | 6 | 2 | 3 | 3-2.772 (± 92.40%) |
2001–2005 | 4 | 0 | 4 | 2 | 2 | 2-2.772 (± 138.59%) |
2006–2010 | 8 | 0 | 8 | 4 | 4 | 4-5.544 (± 138.59%) |
2011–2015 | 17 | 2 | 19 | 7.5 | 9.5 | 9.5-10.394 (± 109.42%) |
2016–2020 | 22 | 1 | 23 | 10.5 | 11.5 | 11.5-14.552 (± 126.54%) |
2021–2024 | 17 | 4 | 21 | 6.5 | 10.5 | 10.5-9.009 (± 85.80%) |
Total | 87 | 8 | 95 | 39.5 | 47.5 | 47.5-54.744 (± 115.25%) |
Table 4 Yearly overview of cases included in the systematic literature review (n = 120)
Publication (year-wise) | Group A cases | Group B cases | Total (A+B) | Standard deviation | Mean | 95%CI (margin of error) |
1974–1980 | 4 | 0 | 4 | 2 | 2 | 2-2.772 (± 138.59%) |
1981–1985 | 5 | 0 | 5 | 2.5 | 2.5 | 2.5-3.465 (± 138.59%) |
1986–1990 | 4 | 0 | 4 | 2 | 2 | 2-2.772 (± 138.59%) |
1991–1995 | 4 | 0 | 4 | 2 | 2 | 2-2.772 (± 138.59%) |
1996–2000 | 8 | 1 | 9 | 3.5 | 4.5 | 4.5-4.851 (± 107.79%) |
2001–2005 | 4 | 0 | 4 | 2 | 2 | 2-2.772 (± 138.59%) |
2006–2010 | 9 | 0 | 9 | 4.5 | 4.5 | 4.5-6.237 (± 138.59%) |
2011–2015 | 18 | 2 | 20 | 8 | 10 | 10-11.087 (± 110.87%) |
2016–2020 | 39 | 1 | 40 | 19 | 20 | 20-26.333 (± 131.66%) |
2021–2024 | 17 | 4 | 21 | 6.5 | 10.5 | 10.5-9.009 (± 85.80%) |
Total | 112 | 8 | 120 | 52 | 60 | 60-72.068 (± 120.11%) |
Table 5 Literature excluded from the systematic review (n = 9)
Ref. | Number of cases | Literature retrieved | Reason for exclusion |
Cooper et al[114], 1976 | 1 | Abstract | Full text not retrieved |
Villarejo et al[115], 1980 | 1 | Abstract | Full text not retrieved |
Kobayashi et al[116], 1987 | 2 | Abstract | Full text not retrieved |
Albala et al[117], 1989 | 1 | Abstract | Full text not retrieved |
Celik et al[118], 2005 | 1 | Full text | Incomplete case details |
Aly et al[119], 2015 | 3 | Full text | Incomplete case details |
Vagholkar et al[120], 2016 | 1 | Full text | Incomplete case details |
Montasr[121], 2020 | 1 | Abstract | Incomplete case details |
Wu et al[122], 2024 | 1 | Abstract | Full text not retrieved |
Table 6 Comparison of results for group A and group B cases, n (%)
Details | Description | Group A | Group B | Total (A+B) | Standard deviation | Mean | 95%CI (margin of error) |
Cases | Total | 112 (93.33) | 8 (6.66) | 120 (100) | 52 | 60 | 60-72.068 (± 120.11%) |
Location | Right side | 83 (69.16) | 7 (5.83) | 90 (75) | 38 | 45 | 45-52.665 (± 117.03%) |
Left side | 27 (22.5) | 1 (0.83) | 28 (23.33) | 13 | 14 | 14-18.017 (± 128.69%) | |
Bilateral | 2 (1.66) | 0 (00) | 2 (1.66) | 1 | 1 | 1-1.386 (± 138.59%) | |
Indication (ventriculoperitoneal shunt insertion) | Congenital pathologies | 94 (78.33) | 0 (00) | 94 (78.33) | 47 | 47 | 47-65.139 (± 138.59%) |
Post-hemorrhagic | 7 (5.83) | 1 (0.83) | 8 (6.66) | 3 | 4 | 4-4.158 (± 103.94%) | |
Brain tumor | 3 (2.5) | 2 (1.66) | 5 (4.16) | 0.5 | 2.5 | 2.5-0.693 (± 27.72%) | |
Normal pressure hydrocephalus | 0 (00) | 4 (3.33) | 4 (3.33) | 2 | 2 | 2-2.772 (± 138.59%) | |
Interval | 0-12 months | 88 (73.33) | 6 (5) | 94 (78.33) | 41 | 47 | 47-56.823 (± 120.90%) |
13-24 months | 10 (8.33) | 0 (00) | 10 (8.33) | 5 | 5 | 5-6.93 (± 138.59%) | |
Surgical procedure executed | Group A | 73 (60.83) | 2 (1.66) | 75 (62.5) | 35.5 | 37.5 | 37.5-49.2 (± 131.20%) |
Group B | 6 (5) | 1 (0.83) | 7 (5.83) | 2.5 | 3.5 | 3.5-3.465 (± 98.99%) | |
Group C | 8 (6.66) | 1 (0.83) | 9 (7.5) | 3.5 | 4.5 | 4.5-4.851 (± 107.79%) | |
Mortality | Postoperative | 0 (00) | 2 (1.66) | 2 (1.66) | 1 | 1 | 1-1.386 (± 138.59%) |
- Citation: Ghritlaharey RK. Why the migration of peritoneal shunt catheter into the scrotum occurs more in children: A systematic literature review. World J Meta-Anal 2025; 13(2): 100483
- URL: https://www.wjgnet.com/2308-3840/full/v13/i2/100483.htm
- DOI: https://dx.doi.org/10.13105/wjma.v13.i2.100483