In this chapter, we discuss the application of human factors and ergonomics to developing effective simulation training in health care. Simulation provides a safe, effective method for training and assessing human performance. In aviation, simulation-based training and assessment has been widely used, significantly improving safety. This progress would have been impossible without the involvement of human factors and ergonomics. Although aviation and health care have similarities, there also are differences that complicate the widespread implementation of simulation in health care.
AbrahamsonS.DensonJ. S.WolfR. M. (1969). Effectiveness of a simulator in training anesthesiology residents. Journal of Medical Education, 44, 515–519.
2.
AdamsJ. A. (1979). On the evaluation of training devices. Human Factors, 21, 711–720.
3.
AlessiS. M. (2000). Simulation design for training and assessment. In O’NeilH. F.AndrewsD. H. (Eds.), Aircrew training and assessment (pp. 199–224). Mahwah, NJ: Lawrence Erlbaum.
4.
Al-KadiA. S.DonnonT.Oddone PaolucciE.MitchellP.DebruE.ChurchN. (2012). The effect of simulation in improving students’ performance in laparoscopic surgery: A meta-analysis. Surgical Endoscopy, 26, 3215–3224.
5.
AndelC.DavidowS. L.HollanderM.MorenoD. A. (2012). The economics of health care quality and medical Errors. Journal of Health Care Finance, 39, 39–50.
6.
AndreA. D.WickensC. D. (1995). When users want what’s not best for them. Ergonomics in Design, 3(4), 10–14.
7.
AuffreyA. L.MirabellaA.SieboldG. L.SchaabB. (2001). Transfer of training revisited. Alexandria, VA: Army Research Institute for the Behavioral and Social Sciences.
8.
BakerD. P.GustafsonS.BeaubienJ. M.SalasE.BarachP. (2005). Medical team training programs in health care. In HenriksenK.BattlesJ. B.MarksE. S.LewinD. I. (Eds.), Advances in patient safety: From research to implementation. Vol. 4: Programs, tools, and products (AHRQ Publication Nos. 050021). Rockville, MD: Agency for Healthcare Research and Quality.
9.
BaldwinT.FordJ. (1988). Transfer of training: A review and directions for future research. Personnel Psychology, 41, 63–105.
10.
BarnesR. W.LangN. P.WhitesideM. F. (1989). Halstedian technique revisited. Innovations in teaching surgical skills. Annals of Surgery, 210, 118–121.
11.
BarsukJ. H.CohenE. R.FeinglassJ.McGaghieW. C.WayneD. B. (2009). Use of simulation-based education to reduce catheter-related bloodstream infections. Archives of Internal Medicine, 169, 1420–1423.
12.
BarsukJ. H.McGaghieW. C.CohenE. R.BalachandranJ. S.WayneD. B. (2009). Use of simulation-based mastery learning to improve the quality of central venous catheter placement in a medical intensive care unit. Journal of Hospital Medicine, 4, 397–403.
13.
BarsukJ. H.McGaghieW. C.CohenE. R.O’LearyK. J.WayneD. B. (2009). Simulation-based mastery learning reduces complications during central venous catheter. Critical Care Medicine, 37, 2697–2701.
14.
BasdoganC.DeS.KimJ.MuniyandiM.KimH.SrinivasanM. A. (2004). Haptics in minimally invasive surgical simulation. IEEE Computer Graphics and Applications, 24(2), 56–64.
15.
BeaubienJ. M. (2004). The use of simulation for training teamwork skills in health care: How low can you go?Quality and Safety in Health Care, 13(Suppl. 1), i51–i56.
16.
BellH.WaagW. (1998). Evaluating the effectiveness of flight simulators for training combat skills: A review. International Journal of Aviation Psychology, 8, 223–242.
17.
BerwickD. M.LeapeL. L. (1999). Reducing errors in medicine. Quality in Health Care, 8, 145–146.
18.
BlickensderferB.LiuD.HernandezA. (2005). Simulation-based training: Applying lessons learned in aviation to surface transportation modes. Daytona Beach, FL: Embry-Riddle Aeronautical University.
19.
BrehmerB.DörnerD. (1993). Experiments with computer-simulated microworlds: Escaping both the narrow straits of the laboratory and the deep blue sea of the field study. Computers in Human Behavior, 9, 171–184.
20.
BridgesM.DiamondD. L. (1999). The financial impact of teaching surgical residents in the operating room. American Journal of Surgery, 177, 28–32.
21.
CairdJ. K. (1996). Persistent issues in the application of virtual environment systems to training. In Proceedings Third Annual Symposium on Human Interaction with Complex Systems (HICS’96) (pp. 124–132). Washington, DC: IEEE.
22.
CampbellS. M.BraspenningJ.HutchinsonA.MarshallM. (2002). Research methods used in developing and applying quality indicators in primary care. Quality and Safety in Health Care, 11, 358–364.
23.
CantR. P.CooperS. J. (2010). Simulation-based learning in nurse education: Systematic review. Journal of Advanced Nursing, 66, 3–15.
24.
CarminesE. G.ZellerR. A. (1979). Reliability and validity assessment. Thousand Oaks, CA: Sage.
25.
CepedaN. J.PashlerH.VulE.WixtedJ. T.RohrerD. (2006). Distributed practice in verbal recall tasks: A review and quantitative synthesis. Psychological Bulletin, 132, 354–380.
26.
ChambersD. W.DugoniA. A.PaisleyI. (2004). The case against one-shot testing for initial dental licensure. Journal of the California Dental Association, 32, 248–252.
27.
ChipmanS. F.SchraagenJ. M.ShalinV. L. (2000). Introduction to cognitive task analysis. In ChipmanS. F.SchraagenJ. M.ShalinV. L. (Eds.), Cognitive task analysis (pp. 3–24). Mahwah, NJ: Lawrence Erlbaum.
28.
ClancyC. M. (1998). Outcomes research: Measuring the end results of health care. Science, 282, 245–246.
29.
CohenE. R.FeinglassJ.BarsukJ. H.BarnardC.O’DonnellA.McGaghieW. C.WayneD. B. (2010). Cost savings from reduced catheter-related bloodstream infection after simulation-based education for residents in a medical intensive care unit. Simulation in Healthcare, 5, 98–102.
30.
ConnollyT. J.BlackwellB. B.LesterL. (1989). A simulator-based approach to training in aeronautical decision making. Aviation, Space, and Environmental Medicine, 60, 50–52.
31.
CookD. A.HatalaR.BrydgesR. (2011). Technology-enhanced simulation for health professions education. Journal of American Medical Association, 306, 978–988.
32.
CookR. I.WoodsD. D. (1994). Operating at the sharp end: The complexity of human error. In BognerM. S. (Ed.), Human error in medicine (pp. 255–310), Hillside, NJ: Lawrence Erlbaum.
33.
CookeN. J. (1994). Varieties of knowledge elicitation techniques. International Journal of Human–Computer Studies, 41, 801–849.
34.
CooperJ. B.TaquetiV. R. (2004). A brief history of the development of mannequin simulators for clinical education and training. Quality and Safety Health Care, 13(Suppl. 1), i11–i18.
35.
CosbyK.CroskerryP. (2003). Patient safety: A curriculum for teaching patient safety in emergency medicine. Academic Emergency Medicine, 10, 69–78.
36.
CronbachL. J.MeehlP. E. (1955). Construct validity in psychological tests. Psychological Bulletin, 52, 281–302.
37.
DeAndaA.GabaD. M. (1990). Unplanned incidents during comprehensive anesthesia simulation. Anesthesia and Analgesia, 71, 77–82.
38.
DelphS. J.ZajacF. R. (1992). Force and moment generating capacity of lower limb muscles before and after tendon lengthening. Clinical Orthopedics and Related Research, 284, 247–259.
39.
DeLuciaP. R.OttT. E.PalmieriP. A. (2009). Performance in nursing. In DursoF. T. (Ed.), Reviews of human factors and ergonomics (Vol. 5, pp. 1–40). Santa Monica, CA: Human Factors and Ergonomics Society.
40.
DevittJ. H.KurrekM. M.CohenM. M.Cleave-HoggD. C. (2001). The validity of performance assessments using simulation. Anesthesiology, 95, 36–42.
41.
DieckmannP.GabaD.RallM. (2007). Deepening the theoretical foundations of patient simulation as a social practice. Simulation in Healthcare, 2, 183–193.
42.
DillonG. F. (2004). Simulations in the United States Medical Licensing Examination (USMLE). Quality and Safety in Health Care, 13(Suppl. 1), i41–i45.
43.
DismukesR. K.SmithG. M. (2001). Facilitation and debriefing in aviation training and operations. Aldershot, UK: Ashgate.
44.
DomurackiK. J.MouleC. J.OwenH.KostandoffG.PlummerJ. L. (2009). Learning on a simulator does transfer to clinical practice. Resuscitation, 80, 346–349.
45.
DonchinY.GopherD.OlinM.BadihiY.BieskyM. R.SprungC. L.. . . CotevS. (1995). A look into the nature and causes of human errors in the intensive care unit. Critical Care Medicine, 23, 294–300.
46.
DongY.SuriH. S.CookD. A.KashaniK. B.MullonJ. J.EndersF. T.DunnW. F. (2010). Simulation-based objective assessment discerns clinical proficiency in central line placement: A construct validation. Chest, 137, 1050–1056.
DrewsF. A. (2011). Human error. In CarayonP. (Ed.), Handbook of human factors and ergonomics in healthcare and patient safety (2nd ed., pp 323–340). Mahwah, NJ: Lawrence Erlbaum.
49.
DrewsF. A. (in press). Adherence engineering. Ergonomics in Design.
50.
DrewsF. A.MustersA.SamoreM. (2008). Error producing conditions in the intensive care unit. In HenriksenK.BattlesJ. B.KeyesM. A.GradyM. L. (Eds.), Advances in patient safety: From research to implementation. Vol. 5: Performance and tools (AHRQ Publication No. 050021). Rockville, MD: Agency for Healthcare Research and Quality.
51.
DrewsF. A.WallaceJ.BenuzilloJ.MarkewitzB.SamoreM. (2012). Protocol adherence in the intensive care unit. Human Factors and Ergonomics in Manufacturing & Service Industries, 22, 21–31.
52.
DrummondM. F.SculpherM. J.TorranceG. W.O’BrienB. J.StoddartG. L. (2005). Methods for the economic evaluation of health care programmes (3rd ed.). New York, NY: Oxford University Press.
53.
DursoF. T.DrewsF. A. (2010). Health care, aviation, and ecosystems: A socio-natural systems perspective. Current Directions in Psychological Science, 19(2), 71–75.
54.
EdelsonD. P.LitzingerB.AroraV.WalshD.KimS.LauderdaleD. S.. . . AbellaB. S. (2008). Improving in-hospital cardiac arrest process and outcomes with performance debriefing. Archives of Internal Medicine, 168, 1063–1069.
55.
EhretB. D.GrayW. D.KirschenbaumS. S. (2000). Contending with complexity: Developing and using a scaled world in applied cognitive research. Human Factors, 42, 8–23.
56.
EpsteinR. M. (2002). Defining and assessing professional competence. Journal of the American Medical Association, 287, 226–235.
57.
EricssonK. A.KrampeR. T.Tesch-romerC. (1993). The role of deliberate practice in the acquisition of expert performance. Psychological Review, 100, 363–406.
58.
EvansL. V.DodgeK. L. (2010). Simulation and patient safety: Evaluative checklists for central venous catheter insertion. Quality and Safety in Health Care, 19(Suppl. 3), i42–i46.
59.
FannJ. I.CalhoonJ. H.CarpenterA. J.MerrillW. H.BrownJ. W.PostonR. S.. . . FeinsR. H. (2010). Simulation in coronary artery anastomosis early in cardiothoracic surgical residency training: The boot camp experience. Journal Thoracic Cardiovasc Surgery, 139, 1275–1281.
60.
FanningR. M.GabaD. M. (2007). The role of debriefing in simulation-based learning. Simulation in Healthcare, 2, 1–12.
61.
FeldsteinP. J. (2011). Health care economics. Clifton Park, NY: Cengage Learning.
62.
FitchM. T. (2007). Using high-fidelity emergency simulation with large groups of preclinical medical students in a basic science course. Medical Teacher, 29, 261–263.
63.
FittsP. M. (1964). Perceptual-motor skill learning. In MeltonA. W. (Ed.), Categories of human learning (pp. 243–285). New York, NY: Academic Press.
64.
FlachJ. M.RiccioG. E.McMillanG.WarrenR. (1986). Psychophysical methods for equating performance between alternative motion simulators. Ergonomics, 29, 1423–1438.
65.
FletcherG. C.FlinR. H.McGeorgeP.GlavinR. J.MaranN. J.PateyR. (2003). Anaesthetists’ Non-Technical Skills (ANTS): Evaluation of a behavioural marker system. British Journal of Anaesthesia, 90, 580–588.
66.
FlinR. H.MaranN. J. (2004). Identifying and training non-technical skills for teams in acute medicine. Quality and Safety in Health Care, 13(Suppl. 1), i80–i84.
67.
FraserK.WrightB.GirardL.TworekJ.PagetM.WelikovichL.McLaughlinK. (2011). Simulation training improves diagnostic performance on a real patient with similar clinical findings. Chest, 139, 376–381. doi:10.1378/chest.10-1107
68.
GabaD. M. (1989). Human error in anesthetic mishaps. International Anesthesiology Clinics, 27, 137–147.
69.
GabaD. M. (1992). Dynamic decision-making in anesthesiology: Cognitive models and training approaches. In EvansD. A.PatelV. I. (Eds.), Advanced models of cognition for medical training and practice (pp. 123–147). Berlin, Germany: Springer-Verlag.
70.
GabaD. M. (2004). The future vision of simulation in health care. Quality and Safety in Health Care, 13(Suppl. 1), i2–i10. doi:10.1136/qshc.2004.009878
71.
GabaD. M.HowardS. K.FishK. J.SmithB. E.SowbY. A. (2001). Simulation-based training in anesthesia crisis resource management (ACRM): A decade of experience. Simulation & Gaming, 32, 175–193.
72.
GabaD. M.HowardS. K.SmallS. D. (1995). Situation awareness in anesthesiology. Human Factors, 37, 20–31.
73.
GargA. X.AdhikariN. K.McDonaldH.Rosas-ArellanoM. P.DevereauxP. J.BeyeneJ.. . . HaynesR. B. (2005). Effects of computerized clinical decision support systems on practitioner performance and patient outcomes: A systematic review. Journal of the American Medical Association, 293, 1223–1238. doi:10.1001/jama.293.10.1223
74.
GawandeA. (2007). Complications: A surgeon’s notes on an imperfect science. London, UK: Profile Books.
75.
GibsonJ. J. (1971). The information available in pictures. Leonardo, 4, 27–35.
76.
GleasonP. L.KikinisR.AltobelliD.WellsW.AlexanderE.IIIBlackP. M.JoleszF. (1995). Video registration virtual reality for nonlinkage stereotactic surgery. Stereotactic Functional Neurosurgery, 63, 139–143.
77.
GoodM. L. (2003). Patient simulation for training basic and advanced clinical skills. Medical Education, 37(Suppl. 1), 14–21.
78.
GrayW. D. (2002). Simulated task environments: The role of high-fidelity simulations, scaled worlds, synthetic environments, and laboratory tasks in basic and applied cognitive research. Cognitive Science Quarterly, 2, 205–227.
79.
GrenvikA.SchaeferJ. (2004). From Resusci-Anne to Sim-Man: The evolution of simulators in medicine. Critical Care Medicine, 32, S56–S57.
80.
GrenvikA.SchaeferJ. J.DeVitaM. A.RogersP. (2004). New aspects on critical care medicine training. Current Opinion in Critical Care, 10, 233–237.
81.
GrolR.GrimshawJ. (2003). From best evidence to best practice: Effective implementation of change in patients’ care. Lancet, 362, 1225–1230.
82.
HaluckR. A.KrummelT. M. (2000). Computers and virtual reality for surgical education in the 21st century. Archives of Surgery, 135, 786–792.
83.
HammanW. R. (2004). The complexity of team training: What we have learned from aviation and its applications to medicine. Quality and Safety in Health Care, 13(Suppl. 1), i72–i79.
84.
HanscomR. (2008). Medical simulation from an insurer’s perspective. Academic Emergency Medicine, 15, 984–987.
85.
HaqueS.SrinivasanS. (2006). A meta-analysis of the training effectiveness of virtual reality surgical simulators. IEEE Transactions on Information Technology in Biomedicine, 10, 51–58.
86.
HardenR. M.StevensonM.DownieW. W.WilsonG. M. (1975). Assessment of clinical competence using objective clinical exam. British Medical Journal, 1, 447–451.
87.
HaydenJ. (2010). Use of simulation in nursing education: National survey results. Journal of Nursing Regulation, 1, 52–57.
88.
HaysE. P. (2010, October). Advanced wound closure techniques. Paper presented at the American College of Emergency Physicians 2010 Scientific Assembly, Las Vegas, NV.
89.
HaysR.JacobsJ.PrinceC.SalasE. (1992). Flight simulator training effectiveness: A meta-analysis. Military Psychology, 4(2), 63–74.
90.
HelmreichR. L.WilhelmJ. A.KlinectJ. R.MerrittA. C. (2001). Culture, error and crew resource management. In SalasE.BowersC. A.EdensE. (Eds.), Applying resource management in organizations: A guide for training professionals (pp. 305–331). Princeton, NJ: Lawrence Erlbaum.
91.
HochbergJ. (1986). Representation of motion and space in video and cinematic displays. In BoffK. R.KaurmanL.ThomasJ. P. (Eds.), Handbook of perception and human performance (Vol. 1, pp. 22–31). New York, NY: Wiley.
92.
HolmboeE.RizzoloM. A.SachdevaA. K.RosenbergM.ZivA. (2011). Simulation-based assessment and the regulation of healthcare professionals. Simulation in Healthcare, 6, S58–S62.
93.
HookJ. E.-V. (2004). Advanced initiatives in medical simulation: Building a national agenda for simulation-based medical education. Washington, DC: U.S. Army Medical Research and Materiel Command.
94.
HopkinsC. (1974). How much should you pay for that box? In Proceedings of the Human Factors and Ergonomics Society 17th Annual Meeting (pp. 533–541). Santa Monica, CA: Human Factors and Ergonomics Society.
95.
HowardS.GabaD.FishK.YangG.SarnquistF. (1992). Anesthesia crisis resource management training: Teaching anesthesiologists to handle critical incidents. Aviation Space and Environmental Medicine, 63, 763–770.
IssenbergS. B.McGaghieW. C.HartI. R.MayerJ. W.FelnerJ. M.PetrusaE. R.. . . EwyG. A. (1999). Simulation technology for health care professional skills training and assessment. Journal of the American Medical Association, 282, 861–866.
98.
IssenbergS. B.ScaleseR. J. (2008). Simulation in health care education. Perspectives in Biology and Medicine, 51, 31–46.
99.
JentschF.BowersC. A. (1998). Evidence for the validity of PC-based simulations in studying aircrew coordination. International Journal of Aviation Psychology, 8, 243–260.
100.
JohnsonK.SyroidN.DrewsF. (2008). Part task and variable priority training in first-year anesthesia resident education: A combined didactic and simulation-based approach to improve management of adverse airway. Anesthesiology, 108, 831–840.
101.
JohnsonS. J.GuediriS. M.KilkennyC.CloughP. J. (2011). Development and validation of a virtual reality simulator: Human factors input to interventional radiology training. Human Factors, 53, 612–625.
102.
JonesE. R.HennesseyR. T.DeutschS. (1985). Human factors aspects of simulation. Washington, DC: National Research Council.
103.
KimH.RattnerD.SrinivasanM. (2003). The role of simulation fidelity in laparoscopic surgical training. In EllisR. E.PetersT. M. (Eds.), MICCAI 2003 (pp. 1–8). Berlin, Germany: Springer-Verlag.
104.
KimJ.RitterF.KoubekR. (2013). An integrated theory for improved skill acquisition and retention in the three stages of learning. Theoretical Issues in Ergonomics Science, 14, 22–37.
105.
KleinM. I.WarmJ. S.RileyM. A.MatthewsG.GaitondeK.DonovanJ. F. (2008). Perceptual distortions produce multidimensional stress profiles in novice users of an endoscopic surgery simulator. Human Factors, 50, 291–300.
106.
KneeboneR. (2010). Simulation, safety and surgery. Quality and Safety in Health Care, 19, i47–i52.
107.
KohnL. T.CorriganJ.DonaldsonM. S. (1999). To err is human: Building a safer health system (Vol. 6). Washington, DC: National Academies Press.
108.
KoonceJ. M.BrambleW. J. (1998). Personal computer-based flight training devices. The International Journal of Aviation Psychology, 8, 277–292.
109.
KozlowskiS. W. J.DeShonR. P. (2004). A psychological fidelity approach to simulation-based training. In SalasE.SchflettS. G.CoovertM. D. (Eds.), Scaled worlds: Development, validation, and applications (pp. 75–99). Burlington, VT: Ashgate.
110.
LapkinS.Levett-JonesT.BellchambersH.FernandezR. (2010). Effectiveness of patient simulation manikins in teaching clinical reasoning skills to undergraduate nursing students: A systematic review. Clinical Simulation in Nursing, 6, e207–e222.
111.
LathanC. E.TraceyM. R.SebrechtsM. M.ClawsonD. M.HigginsG. A. (2002). Using virtual environments in training simulators: Measuring transfer. In StanneyK. M. (Ed.), Handbook of virtual environments: Design, implementation, and applications (pp. 403–414). Mahwah, NJ: Lawrence Erlbaum.
112.
LeapeL. L. (1994). Error in medicine. Journal of the American Medical Association, 272, 1851–1857.
113.
LinM. Y.HotaB.KhanY. M.WoeltjeK. F.BorlawskyT. B.DohertyJ. A.. . . TrickW. E. (2010). Quality of traditional surveillance for public reporting of nosocomial bloodstream infection rates. Journal of the American Medical Association, 304, 2035–2041.
114.
LuckJ.PeabodyJ.DresselhausT. (2000). How well does chart abstraction measure quality? A prospective comparison of standardized patients with the medical record. American Journal of Medicine, 108, 643–649.
115.
LuiD.BlickensderferE. L.MacchiarellaN. D.VincenziV. A. (2008). Transfer of training. In VincenziD. A.WiseJ. A.MoulouaM.HancockP. A. (Eds.), Human factors in simulation and training (pp. 49–60). New York, NY: CRC Press.
116.
LynaghM.BurtonR.Sanson-FisherR. (2007). A systematic review of medical skills laboratory training: Where to from here?Medical Education, 41, 879–887.
117.
MakicM. B. F.VonRuedenK. T.RauenC. A.ChadwickJ. (2011). Evidence-based practice habits: Putting more sacred cows out to pasture. Critical Care Nurse, 31(2), 38–61.
118.
MaranN. J.GlavinR. J. (2003). Low- to high-fidelity simulation: A continuum of medical education?Medical Education, 37(Suppl. 1), 22–28.
119.
MattoonJ. S. (1994). Designing instructional simulations: Effects of instructional control and type of training task on developing display-interpretation skills. International Journal of Aviation Psychology, 4, 189–209.
120.
McGaghieW. C.IssenbergS. B.CohenE. R.BarsukJ. H.WayneD. B. (2011). Does simulation-based medical education with deliberate practice yield better results than traditional clinical education? A meta-analytic comparative review of the evidence. Academic Medicine, 86, 706–711.
121.
McGaghieW. C.IssenbergS. B.PetrusaE. R.ScaleseR. J. (2010). A critical review of simulation-based medical education research: 2003–2009. Medical Education, 44, 50–63.
122.
McGaghieW. C.IssenbergS. B.CohenE. R.BarsukJ. H.WayneD. B. (2011). Does simulation-based medical education with deliberate practice yield better results than traditional clinical education? A meta-analytic comparative review of the evidence. Academic Medicine, 86, 706–711.
123.
MilitelloL. G.HuttonR. J. B. (1998). Applied cognitive task analysis (ACTA): A practitioner’s toolkit for understanding cognitive task demands. Ergonomics, 41, 1618–1641.
124.
MillerR. B. (1957). Psychological considerations in the design of training equipment. Wright-Patterson Air Force Base, OH: Wright Air Development Center.
125.
MoroneyW. F.MoroneyB. W. (1999). Simulation. In GarlandD. J.WiseJ. A.HopkinV. D. (Eds.), Human factors in aviation systems (pp. 358–388). Mahwah, NJ: Lawrence Erlbaum.
126.
MorrisC. D.BransfordJ. D.FranksJ. J. (1977). Levels of processing versus transfer appropriate processing. Journal of Verbal Learning and Verbal Behavior, 16, 519–533.
127.
MorrowD.NorthR.WickensC. D. (2005). Reducing and mitigating human error in medicine. In NickersonR. S. (Ed.), Reviews of human factors and ergonomics (Vol. 1, pp. 254–296). Santa Monica, CA: Human Factors and Ergonomics Society.
128.
MurrayD. J.BouletJ. R.AvidanM.KrasJ. F.HenrichsB.WoodhouseJ.EversA. S. (2007). Performance of residents and anesthesiologists in a simulation-based skill assessment. Anesthesiology, 107, 705–713.
129.
NehringW. M. (2008). U.S. boards of nursing and the use of high-fidelity patient simulators in nursing education. Journal of Professional Nursing, 24, 109–117.
130.
NewbleD. I.EntwistleN. J. (2009). Learning styles and approaches: Implications for medical education. Medical Education, 20, 162–175.
131.
OkudaY.BrysonE. O.DeMariaS.QuinonesJ.ShenB.LevineA. I. (2009). The utility of simulation in medical education: What is the evidence?Mount Sinai Journal of Medicine, 76, 330–343.
132.
OrtizG. A. (1994). Effectiveness of PC-based flight simulation. International Journal of Aviation Psychology, 4, 285–291.
133.
OsgoodC. E. (1949). The similarity paradox in human learning: A resolution. Psychological Review, 56(3), 132–143.
134.
OstD.De RosiersA.BrittE. J.FeinA. M.LesserM. L.MehtaA. C. (2001). Assessment of a bronchoscopy simulator. American Journal of Respiratory and Critical Care Medicine, 164, 2248–2255.
135.
PageR. L. (2000). Brief history of flight simulation. In SimTecT 2000 Proceedings (pp. 11–17). Lindfield, Australia: Simulation Industry Association of Australia.
136.
ParkJ.MacRaeH.MusselmanL. J.RossosP.HamstraS. J.WolmanS.ReznickR. K. (2007). Randomized controlled trial of virtual reality simulator training: Transfer to live patients. American Journal of Surgery, 194, 205–211.
137.
PashlerH.McDanielM. (2008). Learning styles concepts and evidence. Psychological Science in the Public Interest, 9, 105–119.
138.
PatelV. L.ArochaJ. F.KaufmanD. R. (2001). A primer on aspects of cognition for medical informatics. Journal of the American Medical Informatics Association, 8, 324–343.
139.
PatrickJ. (1992). Training: Research and practice. London, UK: Academic Press.
140.
Pauly-O’NeillS. (2009). Beyond the five rights: Improving patient safety in pediatric medication administration through simulation. Clinical Simulation in Nursing, 5, e181–e186.
141.
PerkinsG. D. (2007). Simulation in resuscitation training. Resuscitation, 73, 202–211.
142.
RallM.GabaD. (2005). Human performance and patient safety. In MillerD. R. (Ed.), Anesthesia (6th ed., pp. 3021–3072). Philadelphia, PA: Churchill Livingstone.
143.
RasmussenJ. (1986). Information processing and human–machine interaction: An approach to cognitive engineering. Amsterdam, Netherlands: North-Holland.
144.
ReasonJ. (1990). Human error. New York, NY: Cambridge University Press.
145.
ReasonJ. (1995). Understanding adverse events: Human factors. Quality in Health Care, 4, 80–89.
146.
RehmannA. (1995). A handbook of flight simulation fidelity requirements for human factors research. Washington, DC: U.S. Department of Transportation.
147.
RienerC.WillinghamD. (2010). The myth of learning styles. Change: The Magazine of Higher Learning, 42(5), 32–35.
148.
Rodriguez-PazJ. M.KennedyM.SalasE.WuA. W.SextonJ. B.HuntE. A.PronovostP. J. (2009). Beyond “see one, do one, teach one”: Toward a different training paradigm. Postgraduate Medical Journal, 85, 244–249.
149.
RoscoeS. N. (1991). Simulator qualification: Just as phony as it can be. International Journal of Aviation Psychology, 1, 335–339.
150.
RoscoeS. N.WilligesB. (1980). Measurement of the transfer of training. In Aviation psychology (pp. 182–193). Ames: Iowa State University Press.
151.
RosenJ. (1992, June). From computer-aided design to computer-aided surgery. Paper presented at Medicine Meets Virtual Reality, San Diego, CA.
152.
RosenK. R. (2008). The history of medical simulation. Journal of Critical Care, 23, 157–166.
153.
RosenM. A.SalasE.WilsonK. A.KingH. B.SalisburyM.AugensteinJ. S.. . . BirnbachD. J. (2008). Measuring team performance in simulation-based training: Adopting best practices for healthcare. Simulation in Healthcare, 3, 33–41.
154.
RossA. J.KodateN.AndersonJ. E.ThomasL.JayeP. (2012). Review of simulation studies in anaesthesia journals, 2001–2010: Mapping and content analysis. British Journal of Anaesthesia, 109, 99–109.
155.
RothschildJ. M.LandriganC. P.CroninJ. W.KaushalR.LockleyS. W.BurdickE.. . . BatesD. W. (2005). The Critical Care Safety Study: The incidence and nature of adverse events and serious medical errors in intensive care. Critical Care Medicine, 33, 1694–1700.
156.
RudolphJ. W.SimonR.RaemerD. B.EppichW. J. (2008). Debriefing as formative assessment: Closing performance gaps in medical education. Academic Emergency Medicine, 15, 1010–1016.
157.
SafarP.McMahonM. (1958). Mouth-to-airway emergency artificial respiration. Journal of the American Medical Association, 166, 1459–1460.
158.
SalasE.BowersC. A.RhodenizerL. (1998). It is not how much you have but how you use it: Toward a rational use of simulation to support aviation training. International Journal of Aviation Psychology, 8, 197–208.
159.
SalasE.BurkeC. S. (2002). Simulation for training is effective when . . .. Quality and Safety in Health Care, 11, 119–120.
160.
SalasE.TannenbaumS. I.KraigerK.Smith-JentschK. A. (2012). The science of training and development in organizations: What matters in practice. Psychological Science in the Public Interest, 13, 74–101.
161.
SalasE.WilsonK. A.BurkeC. S.PriestH. A. (2005). Using simulation-based training to improve patient safety: What does it take?Journal on Quality and Patient Safety, 31, 363–371.
162.
SalasE.WilsonK. A.LazzaraE. H.KingH. B.AugensteinJ.RobinsonD. W.BimbachD. J. (2008). Simulation-based training for patient safety: 10 principles that matter. Journal of Patient Safety, 4, 3–8.
163.
SatavaR. M. (2006). Virtual reality surgical simulator: The first steps. Clinical Orthopedics and Related Research, 442, 2–4.
164.
SatavaR. M.JonesS. (2003). Medical applications of virtual reality. In HettingerL. J.HaasM. W. (Eds.), Virtual and adaptive environments (pp. 325–343). Mahwah, NJ: Lawrence Erlbaum.
165.
ScerboM. W.DawsonS. (2007). High fidelity, high performance?Simulation in Healthcare, 2, 224–230.
166.
SchlectreT. M.BessemerD. W.KoloshK. P. (1992). Computer-based simulations systems and role-playing: An effective combination for fostering conditional knowledge. Journal of Computer-Based Instruction, 19, 110–114.
167.
Schmidt-PanosE. A.ScerboM. W. (2008). Simulation advances in medical training laparoscopic skill acquisition. In VincenziD. A.WiseJ. A.MoulouaM.HancockP. A. (Eds.), Human factors in simulation and training (pp. 371–386). New York, NY: CRC Press.
168.
SchoutB. M. A.HendrikxA. J. M.ScheeleF.BemelmansB. L. H.ScherpbierA. J. J. A. (2010). Validation and implementation of surgical simulators: A critical review of present, past, and future. Surgical Endoscopy, 24, 536–546.
169.
ScottR. D. (2009). The direct medical costs of healthcare-associated infections in U.S. hospitals and the benefits of prevention. Atlanta, GA: Centers for Disease Control and Prevention.
170.
SebrechtsM. M.LathanCClawsonD. M.MillerM. S.TrepagnierC. (2003). Transfer of training in virtual environments: Issues for human performance. In HettingerL. J.HaasM. W. (Eds.), Virtual and adaptive environments (p. 67–90). Mahwah, NJ: Lawrence Erlbaum.
171.
SeymourN. E. (2008). VR to OR: A review of the evidence that virtual reality simulation improves operating room performance. World Journal of Surgery, 32, 182–188.
172.
SeymourN. E.GallagherA. G.RomanS. A.O’BrienM. K.BansalV. K.AndersenD. K.SatavaR. M. (2002). Virtual reality training improves operating room performance. Annals of Surgery, 236, 458–464.
173.
SimonH. A. (1996). The sciences of the artificial (3rd ed.). Cambridge, MA: MIT Press.
174.
SingleyM. K.AndersonJ. R. (1989). The transfer of cognitive skill. Boston, MA: Harvard University Press.
175.
SmallS. D.WuerzR. C.SimonR.ShapiroN.ConnA.SetnikG. (1999). Demonstration of high-fidelity simulation team training for emergency medicine. Academic Emergency Medicine, 6, 312–323.
176.
SmallmanH. S.St. JohnM. S. (2005). Naive realism: Misplaced faith in realistic displays. Ergonomics in Design, 13(3), 6–13.
177.
SmithN. F.SmithD. W. (1989). Simulators. New York, NY: Franklin Watts.
178.
SotomayorT. M.SalvaA. M.YorkB. W. (2012). Measuring the training effectiveness of combat Lifesaver simulation training systems. In Proceedings of the Interservice/Industry Training, Simulation & Education Conference (I/ITSEC). Arlington, VA: National Training and Simulation Association.
179.
StappersP. J. (1997). Intuitive physics in the design of virtual environment interfaces. In TorenvlietG. J.VicenteK. (Eds.), Proceedings of the Ninth International Conference on Perception and Action (pp. 102–106). Toronto, Canada: University of Toronto.
180.
StappersP. J. (1998). Experiencing non-Newtonian physics in VR. In BevanM. (Ed.), Proceedings of Virtual Reality in Education & Training ’97 (pp. 173–179). Loughborough, UK: UR News.
181.
StappersP. J.GaverG.OverbeekeK. (2003). Beyond the limits of real-time realism: Moving from stimulation correspondence to information correspondence. In HettingerL. J.HaasM. W. (Eds.), Virtual and adaptive environments (pp. 91–110). Mahwah, NJ: Lawrence Erlbaum.
182.
StappersP. J.WallerP. E. (1993). Using the free fall of objects in visual depth estimation. Bulletin of the Psychonomic Society, 31, 125–127.
183.
StarkE. A. (1989). Simulation. In JensenR. S. (Ed.), Aviation psychology (pp. 109–153). Brookfield, VT: Gower.
184.
SteadmanR. H.CoatesW. C.HuangY. M.MatevosianR.LarmonB. R.McCulloughL.ArielD. (2006). Simulation-based training is superior to problem-based learning for the acquisition of critical assessment and management skills. Critical Care Medicine, 34, 151–157.
185.
StoffregenT. A.BardyB. G.SmartL. J.PagulayanR. (2003). On the nature and evaluation of fidelity in virtual environments. In HettingerL. J.HaasM. W. (Eds.), Virtual and adaptive environments (pp. 111–129). Mahwah, NJ: Lawrence Erlbaum.
186.
StrayerD. L.DrewsF. A. (2003). Simulator training improves driver efficiency: Transfer from the simulator to the real world. In Driving Assessment 2003: The Second International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design (pp. 190–193). Iowa City: University of Iowa.
187.
StrayerD. L.JohnstonW. A. (2001). Driven to distraction: Dual-task studies of simulated driving and conversing on a cellular telephone. Psychological Science, 12, 462–466.
188.
SwellerJ. (1994). Cognitive load theory, learning difficulty, and instructional design. Learning and Instruction, 4, 295–312.
189.
TaylorH. L.LinternG.KoonceJ. M. (1993). Quasi-transfer as a predictor of transfer from simulator to airplane. Journal of General Psychology, 120, 257–276.
190.
TaylorH. L.LinternG.KoonceJ. M.KaiserR. H.MorrisonG. A. (1991, September). Simulator scene detail and visual augmentation guidance in landing training for beginning pilots. Paper presented at the Aerospace Technology Conference and Exposition, Long Beach, CA.
191.
TendickF.DownesM.GoktekinT.CavusogluM. C.FeyginD.WuX.. . . WayL. W. (2000). A virtual environment testbed for training laparoscopic surgical skills. Presence: Teleoperators & Virtual Environments, 9, 236–255.
192.
TeterisE.FraserK.WrightB.McLaughlinK. (2012). Does training learners on simulators benefit real patients?Advances in Medical Education and Practice, 17, 137–144.
193.
TimmermansS.BergM. (2003). The gold standard: The challenge of evidence-based medicine and standardization in healthcare. Philadelphia, PA: Temple University Press.
194.
VozenilekJ.HuffJ. S.ReznekM.GordonJ. A. (2004). See one, do one, teach one: Advanced technology in medical education. Academic Emergency Medicine, 11, 1149–1154.
195.
WallaceP. (1997). Following the threads of an innovation: The history of standardized patients in medical education. CADCEUS, 13(2), 4–28.
196.
WassV.Van der VleutenC.ShatzerJ.JonesR. (2001). Assessment of clinical competence. The Lancet, 357, 945–949.
197.
WayneD. B.DidwaniaA.FeinglassJ.FudalaM. J.BarsukJ. H.McGaghieW. C. (2008). Simulation-based education improves quality of care during cardiac arrest team responses at an academic teaching hospital: A case-control study. Chest, 133, 56–61.
198.
WayneD. B.SiddallV. J.ButterJ.FudalaM. J.WadeL. D.FeinglassJ.McGaghieW. C. (2006). A longitudinal study of internal medicine residents’ retention of advanced cardiac life support skills. Academic Medicine, 81(10), S9–S12.
199.
WeaverS. J.SalasE.LyonsR.LazzaraE. H.RosenM. A.DiazgranadosD.. . . KingH. (2010). Simulation-based team training at the sharp end: A qualitative study of simulation-based team training design, implementation, and evaluation in healthcare. Journal of Emergencies: Trauma and Shock, 3, 369–377. doi:10.4103/0974-2700.70754
200.
WickensC. D.GordonS. E.LiuY. (1998). An introduction to human factors engineering. New York, NY: Addison Wesley Educational.
201.
WitmerB.SingerM. (1998). Measuring presence in virtual environments: A presence questionnaire. Presence, 7, 225–240.
202.
WoolliscroftJ. O.CalhounJ. G.TenhakenJ. D.JudgeR. D. (1987). Harvey: The impact of a cardiovascular teaching simulator on student skill acquisition. Medical Teacher, 9, 53–57.
203.
XiaoY.ParkerS. H.ManserT. (in press). Teamwork and collaboration. In MorrowD. G. (Ed.), Reviews of human factors and ergonomics (Vol. 8). Santa Monica, CA: Human Factors and Ergonomics Society.
204.
YeeB.NaikV. N.JooH. S.SavoldelliG. L.ChungD. Y.HoustonP. L.. . . HamstraS. J. (2005). Nontechnical skills in anesthesia crisis management with repeated exposure to simulation-based education. Anesthesiology, 103, 241–248.
205.
ZendejasB.WangA. T.BrydgesR.HamstraS. J.CookD. A. (2013). Cost: The missing outcome in simulation-based medical education research: A systematic review. Surgery, 153, 160–176.
206.
ZhangQ.LiB. (2010). Towards computational understanding of skill levels in simulation-based surgical training via automatic video analysis. In BebisG.. (Eds.), ISVC 2010, Part III, LNCS 6455 (pp. 249–260). Berlin, Germany: Springer-Verlag.
207.
ZivA.WolpeP. R.SmallS. D.GlickS. (2006). Simulation-based medical education: An ethical imperative. Simulation in Healthcare, 1, 252–256.
