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Table 2 Results of queueing analysis for obstetric operating room events during peak hours (07:00 to 19:00)

From: Obstetric operating room staffing and operating efficiency using queueing theory

Queue station

Obstetric operating room

λ

0.451

µ

0.865

Server Teams

2

3

4

5

P0

0.479

0.479

0.479

0.479

Ls

0.552

0.524

0.521

0.521

Lq

0.031

0.003

0.000

0.000

Ws

1.225

1.162

1.157

1.156

Wq

0.069

0.006

0.001

0.000

Wq(0)

0.912

0.986 a

0.998 a

1.000

ρ (%)

0.261

0.174

0.130

0.104

Steady-state distribution and operating characteristics

Server Teams

2

3

4

5

 

n

Pn

n

Pn

n

Pn

n

Pn

0

0.478766

0

0.478766

0

0.478766

0

0.478766

1

0.249549

1

0.249549

1

0.249549

1

0.249549

2

0.065037

2

0.065037

2

0.065037

2

0.065037

3

0.016950

3

0.011300

3

0.011300

3

0.011300

4

0.004417

4 a

0.001963

4 a

0.001472

4

0.001472

5

0.001151

5 a

0.000341

5 a

0.000192

5

0.000153

6

0.000300

6

0.000059

6

0.000025

6

0.000016

7

0.000078

7

0.000010

7

0.000003

7

0.000002

8

0.000020

8

0.000002

8

 < 0.000001

8

 < 0.000001

9

0.000005

9

 < 0.000001

    

10

0.000001

      

11

 < 0.000001

      
  1. λ = arrival rate
  2. µ = served rate
  3. P0 = probability that the system is empty
  4. Ls = average number of people in the system
  5. Lq = average length of the queue or the average number of people in a line waiting for service
  6. Ws = average time for a patient in the system (waiting time plus service time)
  7. Wq = average time spent in queue
  8. Wq(0) = probability that the time spent in the queue is 0
  9. ρ = utilization factor for entire system
  10. n = number of patients in the system / number of operating rooms in use in the system
  11. Pn = probability that n patients require simultaneous operating room service
  12. *Parameters at which Wq(0), n, and Pn are all optimized in that the probability of zero wait time is equal to or above 99% and probability that n patients requiring simultaneous operating room service is < 1%. At server team number 5, no further changes in Pn when n = 4 are noted, implying no added benefit to the system when server team number is 5