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Analysis of work patterns and fatigue risk 
associated with rotating shift work in surgical 
intensive care unit nurses 
presented by 
Dr Sarita Dara 
MBBS, MD (Aerospace Medicine), Master of Space Studies (International Space University), 
Grad Dip Occupational Medicine (National University Singapore), Post Grad Dip Public Health (Massey University) 
OHSIG 2014
Presentation Outline 
1. Background 
2. Objectives 
3. Methods 
4. Results 
5. Conclusion 
2
Shift work is “any work that requires an individual to be awake when they would normally be asleep if their day was 
totally unscheduled” 
Composite map of the world assembled from data acquired by the Suomi NPP satellite in April and October 2012. Credit: NASA Earth Observatory/NOAA NGDC 
3
Fatigue in Healthcare 
• Extended shifts, night shifts and rotating shift work are common in 
healthcare domain 
• Sleep deprived healthcare workers are susceptible to the effects of 
fatigue on cognition (Cognitive Human Factors) 
• Impact on health and safety of healthcare workers (Workplace Safety 
and Health) 
• Impact on patient safety (Public Health Medicine) 
4
Fatigue in healthcare 
• Long working hours and night shift work is rite of passage – Medical culture 
• No of hours on the job and hours without sleep is equal to professionalism and dedication to 
patient care (Leape, 1994) 
• Limited acceptance and awareness of fatigue 
• Pilots were least likely to deny the effects of fatigue on performance as compared to physicians 
- 26% pilots vs. 60 % medical respondents (Sexton et al, 2000) 
5
Hospital based iatrogenic injuries (US) – 180,000/ year ( equivalent of three jumbo jet crashes every 2 days) – (Leape, 1994) 
Chartered flights 
No of encounters for each fatality 
Total lives lost per year 
1 10 10 
2 
10 
3 
10 
4 
10 
5 
10 
6 
10 
7 
10 
5 
10 
4 
10 
3 
10 
2 
10 
1 
DANGEROUS 
(> 1/ 1000) 
REGULATED ULTRA SAFE 
(< 1/ 100K) 
Driving 
Chemical 
Manufacturing 
Scheduled Airlines 
European Railroads 
Nuclear power 
Health care 
(USA) 
Mountain 
Climbing 
Bungee Jumping 
Adapted from Lucian Leape, 2002 
6 
How does healthcare compare ?
Human Factors in Healthcare 
“ Medical errors …eighth leading cause of death in United States and 
7 
most of the errors are preventable (IOM, 1999)” 
More commonly, errors are caused by faulty systems, processes, 
and conditions that lead people to make mistakes or fail to prevent 
them. 
“…extended-duration work shifts in interns were associated with an 
increased risk of significant medical errors, adverse events and 
attentional failures …” (Barger et al, 2009) 
Risk : Likelihood x Consequences
Managing fatigue risk in healthcare 
8 
Fatigue Risk Management Framework – sequential phased approach 
Findings of only a part of the research discussed in this presentation
Fatigue Risk Management System (FRMS) 
• Fatigue Risk Management System (FRMS) is a new approach to managing fatigue 
• “Scientifically based, data driven alternative to prescriptive hours of work limitations which 
manages employee fatigue in a flexible manner appropriate to the level of risk exposure and 
nature of operation.” 
• Can be integrated with the health and safety management system 
• FRMS is a recommended practice in the Aerospace sector (International Civil 
Aviation Organisation) 
• Fatigue is managed by traditional working time regulation in healthcare 
• Can FRMS principles be adapted to healthcare sector to manage fatigue ? 
9
Fatigue Risk Management System 
• Fatigue risk recognition and assessment 
• Identify risk groups (people) 
• Timing of fatigue (shifts / rotations are at increased risk) 
• Impact of fatigue risk, based on the tasks performed (severity) 
• Fatigue management 
• Work time arrangements including shift work scheduling 
• Rest scheduling and napping 
• Work environment and task modification 
• Individual countermeasures 
• Monitoring of fatigue risk 
• Continuous improvement 
10
• Work Related 
• Shift duration 
• Shift type (morning, afternoon or night) 
• No of consecutive night shifts 
• Time off work between shifts 
• Nature of shift rotation 
• Speed of shift work rotation 
• Workload 
• Non work Related 
• Social and family commitments 
• Life stress events 
• Illness 
Antecedents 
Consequences 
• Work related 
• Performance degradation 
• Diminished perception 
• Problems with short term memory 
• Slow reaction times 
• Settling for less in performance 
• Channelled concentration 
• Poor decisions 
• Poor communication 
• Non work related 
• Adverse health and safety impact 
• Personal and social impact 
Fatigue 
11 
Work rosters and fatigue risk
Objectives 
• To describe and analyse the work roster of the SICU nurses to better 
define their work patterns 
• To perform a fatigue risk assessment of their work roster using the 
healthcare specific risk assessment tool 
12
Methods 
• Surgical Intensive Care Unit (SICU) at a tertiary hospital in Singapore 
• Nurses on rotating shift 
• Cross sectional analysis 
• SICU nurses work roster for a defined 7 day period 
• Risk Assessment Framework – Australian Medical Association’s 
National Code of Practice – Hours of work, shift work and rostering 
for hospital doctors 
13
SICU Work Roster 
14 
• 7 day work roster for all SICU nurses 
• Inclusion criteria 
• Nurses assigned to do rotating shift for the defined period of observation and 
involved in the delivery of patient care 
• Exclusion criteria 
• Nurses not on rotating shift 
• Nurses on administrative duties
SICU roster codes 
• based on various start and end times 
• basic patterns 
• day 
• morning 
• afternoon 
• night 
• up to 32 types of shift work arrangements 
noted 
15 
** rest breaks is inclusive
Australian Medical Association’s National Code of Practice – Hours of 
work, shift work and rostering for hospital doctors 
S. No Risk factor Low (1 point) Significant (2 points) High (3 points) 
1 Hours worked <50 hours 50 - 70 hours >70 hours 
2 Shift length All shifts ≤10 hours Any 1 shift upto 14 hours Any 2 shift ≥14 hours 
3 Scheduled shift hours As per scheduled shift hours Any 1 shift longer than 
scheduled , but < 24 hours 
Any shift longer than 
scheduled , but ≥ 24 hours 
4 Breaks ≥ 3 1 - 2 0 
5 Overtime 0 -10 hours >10 hours >20 hours 
6 On call (days) 0-2 days 3-6 days 7 days 
7 Night shift 0 -1 2 ≥3 
8 Rest opportunity in 
between shifts 
Minimum 10 hours break and 
≥ 2 days free of work 
Minimum 10 hours break 
and 1 day free of work 
< 10 hours break on at least 2 
work periods and no full day 
free of work 
9 Shift rotation Forward rotation and 
predictable cycle 
Forward rotation and 
changed cycle 
No stable direction or speed 
of rotation 
10 Roster changes No changes without notice Changes to roster but 
schedule predictable 
Changes to roster , 
unpredictable schedule 
11 Max sleep 
opportunity 
≥2 full nights ≥1 night of sleep < 1 night of sleep 
Total points 11 22 33 
16
AMA Risk Assessment (over a 7 day period ) 
assumptions for analysis 
1. Hours worked: calculated by adding hours at work for each shift (inclusive of breaks) 
2. Shift length : Maximum shift length in 7 day period 
3. Shift hours: as per schedule 
4. Breaks: 1 break except for 12 hour shifts nurses who had 2 breaks 
5. Overtime: < 10 hours 
6. On call: Only for nurse clinicians (DLT8) 
7. Night shift: work at night 
8. Rest opportunity: Calculated rest opportunity in between consecutive work shifts 
9. Shift rotation: as per pattern ( forward / backward predominant ) 
10.Roster changes : Yes ; Unpredictable 
11.Maximum sleep opportunity: based on nights available for rest in between duty periods 
17
Work roster analysis: Example 
18 
SUBJECT 25 0.00 
DAY ROSTER D B TDW 
1 N (2100-0730) 10.30 1.00 9.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
2 DO 0.00 0.00 0.00 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
3 M (0700-1430) 7.30 1.00 6.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
4 A6 (1300-2130) 8.30 1.00 7.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
5 M7 (0700-1630) 9.30 1.00 8.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
6 RD 0.00 0.00 0.00 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
7 A6 (1300-2130) 8.30 1.00 7.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
44.30 39.30 
AMA 
Risk factor LR SR HR 
Hours worked 44.3 1 
Shift length 10.30 2 
Scheduled shift hours Y 1 
Breaks Y 2 
Overtime N 1 
On call (days) N 1 
Night shift Y 1 
Rest opportunity in between shifts Y 0 2 
Shift rotation BWD 3 
Roster changes Y 3 
Max sleep opportunity Y 1 
TOTAL 6 6 6 
18
Results 
• 75 % rosters analysed 
• No two rosters had the same shift pattern 
• No predictable work pattern noted 
• Average working hours over a 7-day period : 43.5 hours ( Range: 25 – 55 hours) 
• 82% showed weekly work duration between 40 -50 hours 
• Fatigue risk score for rosters 
• Mean risk score 16.98 ( Range : Minimum score 14 and maximum 21) 
• Fatigue in “Significant Range” 
20
Results 
• Off duty rest period ranged from 1 – 4 days 
• Higher the number of off duty days , the lower the fatigue risk scores 
• Off duty rest opportunity was less than 10 hours in afternoon followed by 
morning shift, high fatigue risk scores 
• Night duty days ranged from 0 - 3 days per 7 day study period 
• 65.7% worked 2 or more nights shifts in the 7 days 
• Of these, 82.6% worked 2 consecutive nights 
• Higher the number of night shifts per week, greater the fatigue risk score 
• At risk shifts 
• Night shift ( consecutive nights , > nights per 7 day) 
• Afternoon followed by morning shift (less rest opportunity and backward 
rotation) 
21
• “5 days on and 2 days off” not uniformly adopted in SICU 
• Key contributors to fatigue risk 
• Number of night shifts in 7 days 
• Duration of rest opportunity in between shifts 
• Number of breaks during shift 
• Nature of shift rotation 
• Unpredictable changes to roster 
22 
Conclusion
Conclusion 
Recommendations to reduce fatigue risk for work roster 
• Limit night shifts to 2 per week 
• Allow rest opportunity in between shifts ( min 10 hours in between 
shifts) 
• Consistent application of 5 days on and 2 days off 
• Shift rotation – avoid afternoon morning shift pattern 
• Frequent short breaks 
• Predictability in rosters 
23
Key lessons learnt 
• AMA risk assessment framework - Adapted for use in nurses 
• Snapshot of fatigue risk (for the defined period) 
• Easy to learn and apply in operational environment / field situations 
• Uses work roster as the only input 
• Can be used prospectively as well as retrospectively 
• Can be used a part of the overall fatigue risk management system 
• Recognise, measure and monitor fatigue risk ( may help predict when used as a 
prospective tool) 
• Better resolution of contribution of risk factors in any particular roster 
24
Acknowledgements 
• Collaborators: Taezoon, P, Tan, J., Lim, T.W., Helander, M. 
• Faculty, Human Factors Lab, NTU, Singapore 
• Staff and Management, SICU, Changi General Hospital, Singapore 
25
26 
Thank you

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Fatigue risk associated with shift work in ICU nurses

  • 1. Analysis of work patterns and fatigue risk associated with rotating shift work in surgical intensive care unit nurses presented by Dr Sarita Dara MBBS, MD (Aerospace Medicine), Master of Space Studies (International Space University), Grad Dip Occupational Medicine (National University Singapore), Post Grad Dip Public Health (Massey University) OHSIG 2014
  • 2. Presentation Outline 1. Background 2. Objectives 3. Methods 4. Results 5. Conclusion 2
  • 3. Shift work is “any work that requires an individual to be awake when they would normally be asleep if their day was totally unscheduled” Composite map of the world assembled from data acquired by the Suomi NPP satellite in April and October 2012. Credit: NASA Earth Observatory/NOAA NGDC 3
  • 4. Fatigue in Healthcare • Extended shifts, night shifts and rotating shift work are common in healthcare domain • Sleep deprived healthcare workers are susceptible to the effects of fatigue on cognition (Cognitive Human Factors) • Impact on health and safety of healthcare workers (Workplace Safety and Health) • Impact on patient safety (Public Health Medicine) 4
  • 5. Fatigue in healthcare • Long working hours and night shift work is rite of passage – Medical culture • No of hours on the job and hours without sleep is equal to professionalism and dedication to patient care (Leape, 1994) • Limited acceptance and awareness of fatigue • Pilots were least likely to deny the effects of fatigue on performance as compared to physicians - 26% pilots vs. 60 % medical respondents (Sexton et al, 2000) 5
  • 6. Hospital based iatrogenic injuries (US) – 180,000/ year ( equivalent of three jumbo jet crashes every 2 days) – (Leape, 1994) Chartered flights No of encounters for each fatality Total lives lost per year 1 10 10 2 10 3 10 4 10 5 10 6 10 7 10 5 10 4 10 3 10 2 10 1 DANGEROUS (> 1/ 1000) REGULATED ULTRA SAFE (< 1/ 100K) Driving Chemical Manufacturing Scheduled Airlines European Railroads Nuclear power Health care (USA) Mountain Climbing Bungee Jumping Adapted from Lucian Leape, 2002 6 How does healthcare compare ?
  • 7. Human Factors in Healthcare “ Medical errors …eighth leading cause of death in United States and 7 most of the errors are preventable (IOM, 1999)” More commonly, errors are caused by faulty systems, processes, and conditions that lead people to make mistakes or fail to prevent them. “…extended-duration work shifts in interns were associated with an increased risk of significant medical errors, adverse events and attentional failures …” (Barger et al, 2009) Risk : Likelihood x Consequences
  • 8. Managing fatigue risk in healthcare 8 Fatigue Risk Management Framework – sequential phased approach Findings of only a part of the research discussed in this presentation
  • 9. Fatigue Risk Management System (FRMS) • Fatigue Risk Management System (FRMS) is a new approach to managing fatigue • “Scientifically based, data driven alternative to prescriptive hours of work limitations which manages employee fatigue in a flexible manner appropriate to the level of risk exposure and nature of operation.” • Can be integrated with the health and safety management system • FRMS is a recommended practice in the Aerospace sector (International Civil Aviation Organisation) • Fatigue is managed by traditional working time regulation in healthcare • Can FRMS principles be adapted to healthcare sector to manage fatigue ? 9
  • 10. Fatigue Risk Management System • Fatigue risk recognition and assessment • Identify risk groups (people) • Timing of fatigue (shifts / rotations are at increased risk) • Impact of fatigue risk, based on the tasks performed (severity) • Fatigue management • Work time arrangements including shift work scheduling • Rest scheduling and napping • Work environment and task modification • Individual countermeasures • Monitoring of fatigue risk • Continuous improvement 10
  • 11. • Work Related • Shift duration • Shift type (morning, afternoon or night) • No of consecutive night shifts • Time off work between shifts • Nature of shift rotation • Speed of shift work rotation • Workload • Non work Related • Social and family commitments • Life stress events • Illness Antecedents Consequences • Work related • Performance degradation • Diminished perception • Problems with short term memory • Slow reaction times • Settling for less in performance • Channelled concentration • Poor decisions • Poor communication • Non work related • Adverse health and safety impact • Personal and social impact Fatigue 11 Work rosters and fatigue risk
  • 12. Objectives • To describe and analyse the work roster of the SICU nurses to better define their work patterns • To perform a fatigue risk assessment of their work roster using the healthcare specific risk assessment tool 12
  • 13. Methods • Surgical Intensive Care Unit (SICU) at a tertiary hospital in Singapore • Nurses on rotating shift • Cross sectional analysis • SICU nurses work roster for a defined 7 day period • Risk Assessment Framework – Australian Medical Association’s National Code of Practice – Hours of work, shift work and rostering for hospital doctors 13
  • 14. SICU Work Roster 14 • 7 day work roster for all SICU nurses • Inclusion criteria • Nurses assigned to do rotating shift for the defined period of observation and involved in the delivery of patient care • Exclusion criteria • Nurses not on rotating shift • Nurses on administrative duties
  • 15. SICU roster codes • based on various start and end times • basic patterns • day • morning • afternoon • night • up to 32 types of shift work arrangements noted 15 ** rest breaks is inclusive
  • 16. Australian Medical Association’s National Code of Practice – Hours of work, shift work and rostering for hospital doctors S. No Risk factor Low (1 point) Significant (2 points) High (3 points) 1 Hours worked <50 hours 50 - 70 hours >70 hours 2 Shift length All shifts ≤10 hours Any 1 shift upto 14 hours Any 2 shift ≥14 hours 3 Scheduled shift hours As per scheduled shift hours Any 1 shift longer than scheduled , but < 24 hours Any shift longer than scheduled , but ≥ 24 hours 4 Breaks ≥ 3 1 - 2 0 5 Overtime 0 -10 hours >10 hours >20 hours 6 On call (days) 0-2 days 3-6 days 7 days 7 Night shift 0 -1 2 ≥3 8 Rest opportunity in between shifts Minimum 10 hours break and ≥ 2 days free of work Minimum 10 hours break and 1 day free of work < 10 hours break on at least 2 work periods and no full day free of work 9 Shift rotation Forward rotation and predictable cycle Forward rotation and changed cycle No stable direction or speed of rotation 10 Roster changes No changes without notice Changes to roster but schedule predictable Changes to roster , unpredictable schedule 11 Max sleep opportunity ≥2 full nights ≥1 night of sleep < 1 night of sleep Total points 11 22 33 16
  • 17. AMA Risk Assessment (over a 7 day period ) assumptions for analysis 1. Hours worked: calculated by adding hours at work for each shift (inclusive of breaks) 2. Shift length : Maximum shift length in 7 day period 3. Shift hours: as per schedule 4. Breaks: 1 break except for 12 hour shifts nurses who had 2 breaks 5. Overtime: < 10 hours 6. On call: Only for nurse clinicians (DLT8) 7. Night shift: work at night 8. Rest opportunity: Calculated rest opportunity in between consecutive work shifts 9. Shift rotation: as per pattern ( forward / backward predominant ) 10.Roster changes : Yes ; Unpredictable 11.Maximum sleep opportunity: based on nights available for rest in between duty periods 17
  • 18. Work roster analysis: Example 18 SUBJECT 25 0.00 DAY ROSTER D B TDW 1 N (2100-0730) 10.30 1.00 9.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 2 DO 0.00 0.00 0.00 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 3 M (0700-1430) 7.30 1.00 6.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 4 A6 (1300-2130) 8.30 1.00 7.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 5 M7 (0700-1630) 9.30 1.00 8.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 6 RD 0.00 0.00 0.00 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 7 A6 (1300-2130) 8.30 1.00 7.30 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 44.30 39.30 AMA Risk factor LR SR HR Hours worked 44.3 1 Shift length 10.30 2 Scheduled shift hours Y 1 Breaks Y 2 Overtime N 1 On call (days) N 1 Night shift Y 1 Rest opportunity in between shifts Y 0 2 Shift rotation BWD 3 Roster changes Y 3 Max sleep opportunity Y 1 TOTAL 6 6 6 18
  • 19. Results • 75 % rosters analysed • No two rosters had the same shift pattern • No predictable work pattern noted • Average working hours over a 7-day period : 43.5 hours ( Range: 25 – 55 hours) • 82% showed weekly work duration between 40 -50 hours • Fatigue risk score for rosters • Mean risk score 16.98 ( Range : Minimum score 14 and maximum 21) • Fatigue in “Significant Range” 20
  • 20. Results • Off duty rest period ranged from 1 – 4 days • Higher the number of off duty days , the lower the fatigue risk scores • Off duty rest opportunity was less than 10 hours in afternoon followed by morning shift, high fatigue risk scores • Night duty days ranged from 0 - 3 days per 7 day study period • 65.7% worked 2 or more nights shifts in the 7 days • Of these, 82.6% worked 2 consecutive nights • Higher the number of night shifts per week, greater the fatigue risk score • At risk shifts • Night shift ( consecutive nights , > nights per 7 day) • Afternoon followed by morning shift (less rest opportunity and backward rotation) 21
  • 21. • “5 days on and 2 days off” not uniformly adopted in SICU • Key contributors to fatigue risk • Number of night shifts in 7 days • Duration of rest opportunity in between shifts • Number of breaks during shift • Nature of shift rotation • Unpredictable changes to roster 22 Conclusion
  • 22. Conclusion Recommendations to reduce fatigue risk for work roster • Limit night shifts to 2 per week • Allow rest opportunity in between shifts ( min 10 hours in between shifts) • Consistent application of 5 days on and 2 days off • Shift rotation – avoid afternoon morning shift pattern • Frequent short breaks • Predictability in rosters 23
  • 23. Key lessons learnt • AMA risk assessment framework - Adapted for use in nurses • Snapshot of fatigue risk (for the defined period) • Easy to learn and apply in operational environment / field situations • Uses work roster as the only input • Can be used prospectively as well as retrospectively • Can be used a part of the overall fatigue risk management system • Recognise, measure and monitor fatigue risk ( may help predict when used as a prospective tool) • Better resolution of contribution of risk factors in any particular roster 24
  • 24. Acknowledgements • Collaborators: Taezoon, P, Tan, J., Lim, T.W., Helander, M. • Faculty, Human Factors Lab, NTU, Singapore • Staff and Management, SICU, Changi General Hospital, Singapore 25