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The Utility of Simulation in Medical Education: What Is the Evidence?
Abstract
Medical schools and residencies are currently facing a shift in their teaching paradigm. The increasing amount of medical information and research makes it difficult for medical education to stay current in its curriculum. As patients become increasingly concerned that students and residents are “practicing” on them, clinical medicine is becoming focused more on patient safety and quality than on bedside teaching and education. Educators have faced these challenges by restructuring curricula, developing small‐group sessions, and increasing self‐directed learning and independent research. Nevertheless, a disconnect still exists between the classroom and the clinical environment. Many students feel that they are inadequately trained in history taking, physical examination, diagnosis, and management. Medical simulation has been proposed as a technique to bridge this educational gap. This article reviews the evidence for the utility of simulation in medical education. We conducted a MEDLINE search of original articles and review articles related to simulation in education with key words such as simulation, mannequin simulator, partial task simulator, graduate medical education, undergraduate medical education, and continuing medical education. Articles, related to undergraduate medical education, graduate medical education, and continuing medical education were used in the review. One hundred thirteen articles were included in this review. Simulation‐based training was demonstrated to lead to clinical improvement in 2 areas of simulation research. Residents trained on laparoscopic surgery simulators showed improvement in procedural performance in the operating room. The other study showed that residents trained on simulators were more likely to adhere to the advanced cardiac life support protocol than those who received standard training for cardiac arrest patients. In other areas of medical training, simulation has been demonstrated to lead to improvements in medical knowledge, comfort in procedures, and improvements in performance during retesting in simulated scenarios. Simulation has also been shown to be a reliable tool for assessing learners and for teaching topics such as teamwork and communication. Only a few studies have shown direct improvements in clinical outcomes from the use of simulation for training. Multiple studies have demonstrated the effectiveness of simulation in the teaching of basic science and clinical knowledge, procedural skills, teamwork, and communication as well as assessment at the undergraduate and graduate medical education levels. As simulation becomes increasingly prevalent in medical school and resident education, more studies are needed to see if simulation training improves patient outcomes. Mt Sinai J Med 76:330–343, 2009. © 2008 Mount Sinai School of Medicine
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Cites
Wall, A. (2000) · British Journal of Healthcare Management · doi:10.12968/bjhc.2000.6.9.19311 · Cited by 5,903
Barry Issenberg, S., Mcgaghie, W. C., Petrusa, E. R., Lee Gordon, D., & Scalese, R. J. (2005) · Medical Teacher · doi:10.1080/01421590500046924 · Cited by 3,966
Ericsson, K. A. (2004) · Academic Medicine · doi:10.1097/00001888-200410001-00022 · Cited by 2,988
The future vision of simulation in health care
Gaba, D. M. (2004) · Quality and Safety in Health Care · doi:10.1136/qshc.2004.009878 · Cited by 1,934
American Society of Anesthesiologists
Marx, G. F. (1982) · Obstetric Anesthesia Digest · doi:10.1097/00132582-198203000-00028 · Cited by 1,899
Gynecologists (2009) · Cited by 1,035
Simulation-Based Medical Education: An Ethical Imperative
Ziv, A., Wolpe, P. R., Small, S. D., & Glick, S. (2003) · Academic Medicine · doi:10.1097/00001888-200308000-00006 · Cited by 1,008
American Society of Anesthesiologists
National Cancer Institute (2020) · Definitions · doi:10.32388/s4rn7s · Cited by 705
Wayne, D. B., Didwania, A., Feinglass, J., Fudala, M. J., Barsuk, J. H., & McGaghie, W. C. (2008) · Chest · doi:10.1378/chest.07-0131 · Cited by 677
Simulation in surgical training: educational issues and practical implications
Kneebone, R. (2003) · Medical Education · doi:10.1046/j.1365-2923.2003.01440.x · Cited by 619
A brief history of the development of mannequin simulators for clinical education and training
Cooper, J. B., & Taqueti, V. R. (2008) · Postgraduate Medical Journal · doi:10.1136/qshc.2004.009886 · Cited by 584
Steadman, R. H., Coates, W. C., Huang, Y. M., Matevosian, R., Larmon, B. R., McCullough, L., & Ariel, D. (2006) · Critical Care Medicine · doi:10.1097/01.ccm.0000190619.42013.94 · Cited by 565
Improving Neonatal Outcome Through Practical Shoulder Dystocia Training
Draycott, T. J., Crofts, J. F., Ash, J. P., Wilson, L. V., Yard, E., Sibanda, T., & Whitelaw, A. (2008) · Obstetrics & Gynecology · doi:10.1097/aog.0b013e31817bbc61 · Cited by 528
ACOG Practice Bulletin No. 76: Postpartum Hemorrhage
(2006) · Obstetrics & Gynecology · doi:10.1097/00006250-200610000-00046 · Cited by 492
The effectiveness of continuing medical education: eight research reports
Stein, L. S. (1981) · Academic Medicine · doi:10.1097/00001888-198102000-00004 · Cited by 472
Proving the Effectiveness of Virtual Reality Simulation for Training in Laparoscopic Surgery
Aggarwal, R., Ward, J., Balasundaram, I., Sains, P., Athanasiou, T., & Darzi, A. (2007) · Annals of Surgery · doi:10.1097/sla.0b013e3180f61b09 · Cited by 457
Value of Debriefing during Simulated Crisis Management: Oral versusVideo-assisted Oral Feedback
Savoldelli, G. L., Naik, V. N., Park, J., Joo, H. S., Chow, R., & Hamstra, S. J. (2006) · Anesthesiology · doi:10.1097/00000542-200608000-00010 · Cited by 430
Wayne, D. B., Butter, J., Siddall, V. J., Fudala, M. J., Wade, L. D., Feinglass, J., & McGaghie, W. C. (2006) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2006.00341.x · Cited by 420
Korndorffer, J. R., Dunne, J. B., Sierra, R., Stefanidis, D., Touchard, C. L., & Scott, D. J. (2005) · Journal of the American College of Surgeons · doi:10.1016/j.jamcollsurg.2005.02.021 · Cited by 420
Bland, K. I. (2006) · Yearbook of Surgery · doi:10.1016/s0090-3671(08)70537-8 · Cited by 367
Effectiveness of continuing medical education.
Marinopoulos, S. S., Dorman, T., Ratanawongsa, N., Wilson, L. M., Ashar, B. H., Magaziner, J. L., Miller, R. G., Thomas, P. A., Prokopowicz, G. P., Qayyum, R., et al. (2007) · PubMed · Cited by 332
Effect of practice on standardised learning outcomes in simulation‐based medical education
McGaghie, W. C., Issenberg, S. B., Petrusa, E. R., & Scalese, R. J. (2006) · Medical Education · doi:10.1111/j.1365-2929.2006.02528.x · Cited by 322
Does training on an anaesthesia simulator lead to improvement in performance?
CHOPRA, V., GESINK, B. J., DE JONG, J., BOVILL, J. G., SPIERDIJK, J., & BRAND, R. (1994) · British Journal of Anaesthesia · doi:10.1093/bja/73.3.293 · Cited by 311
Halamek, L. P., Kaegi, D. M., Gaba, D. M., Sowb, Y. A., Smith, B. C., Smith, B. E., & Howard, S. K. (2000) · Pediatrics · doi:10.1542/peds.106.4.e45 · Cited by 304
DeVita, M. A. (2005) · Quality and Safety in Health Care · doi:10.1136/qshc.2004.011148 · Cited by 274
Improving Anesthesiologists' Performance by Simulating Reality
(1992) · Anesthesiology · doi:10.1097/00000542-199204000-00001 · Cited by 263
Crofts, J. F., Bartlett, C., Ellis, D., Hunt, L. P., Fox, R., & Draycott, T. J. (2006) · Obstetrics & Gynecology · doi:10.1097/01.aog.0000246801.45977.c8 · Cited by 258
Effectiveness of a simulator in training anesthesiology residents
Abrahamson, S., Denson, J. S., & Wolf, R. M. (1969) · Academic Medicine · doi:10.1097/00001888-196906000-00006 · Cited by 247
Reznek, M. A., Smith‐Coggins, R., Howard, S. K., Kiran, K., Harter, P., Sowb, Y. A., Gaba, D. M., & Krummel, T. M. (2003) · Academic Emergency Medicine · doi:10.1111/j.1553-2712.2003.tb01354.x · Cited by 239
Wayne, D. B., Siddall, V. J., Butter, J., Fudala, M. J., Wade, L. D., Feinglass, J., & McGaghie, W. C. (2006) · Academic Medicine · doi:10.1097/00001888-200610001-00004 · Cited by 229
Surgical simulation: a current review
Dunkin, B., Adrales, G. L., Apelgren, K., & Mellinger, J. D. (2007) · Surgical Endoscopy · doi:10.1007/s00464-006-9072-0 · Cited by 229
Teamwork and quality during neonatal care in the delivery room
Thomas, E. J., Sexton, J. B., Lasky, R. E., Helmreich, R. L., Crandell, D. S., & Tyson, J. (2006) · Journal of Perinatology · doi:10.1038/sj.jp.7211451 · Cited by 214
Boulet, J. R., Murray, D., Kras, J., Woodhouse, J., McAllister, J., & Ziv, A. (2003) · Anesthesiology · doi:10.1097/00000542-200312000-00007 · Cited by 213
Skill retention following proficiency-based laparoscopic simulator training
Stefanidis, D., Korndorffer, J. R., Sierra, R., Touchard, C., Dunne, J. B., & Scott, D. J. (2005) · Surgery · doi:10.1016/j.surg.2005.06.002 · Cited by 210
Integrating Adult Learning Principles Into Training for Public Health Practice
Bryan, R. L., Kreuter, M. W., & Brownson, R. C. (2009) · Health Promotion Practice · doi:10.1177/1524839907308117 · Cited by 210
Nishisaki, A., Keren, R., & Nadkarni, V. (2007) · Anesthesiology Clinics · doi:10.1016/j.anclin.2007.03.009 · Cited by 207
Management of Shoulder Dystocia: Skill Retention 6 and 12 Months After Training
Crofts, J. F., Bartlett, C., Ellis, D., Hunt, L. P., Fox, R., & Draycott, T. J. (2007) · Obstetrics & Gynecology · doi:10.1097/01.aog.0000286779.41037.38 · Cited by 183
Anesthesiologists' Management of Simulated Critical Incidents
Schwid, H. A., & O'Donnell, D. (1992) · Anesthesiology · doi:10.1097/00000542-199204000-00002 · Cited by 176
Blum, R. H., Raemer, D. B., Carroll, J. S., Sunder, N., Felstein, D. M., & Cooper, J. B. (2004) · Medical Education · doi:10.1046/j.1365-2923.2004.01696.x · Cited by 176
Improving Resident Competency in the Management of Shoulder Dystocia With Simulation Training
Deering, S., Poggi, S., Macedonia, C., Gherman, R., & Satin, A. J. (2004) · Obstetrics & Gynecology · doi:10.1097/01.aog.0000126816.98387.1c · Cited by 175
Simulation in Graduate Medical Education 2008: A Review for Emergency Medicine
McLaughlin, S., Fitch, M. T., Goyal, D. G., Hayden, E., Kauh, C. Y., Laack, T. A., Nowicki, T., Okuda, Y., Palm, K., Pozner, C. N., et al. (2008) · Academic Emergency Medicine · doi:10.1111/j.1553-2712.2008.00188.x · Cited by 167
Self-citationRecurrent Obstetric Management Mistakes Identified by Simulation
Maslovitz, S., Barkai, G., Lessing, J. B., Ziv, A., & Many, A. (2007) · Obstetrics & Gynecology · doi:10.1097/01.aog.0000265208.16659.c9 · Cited by 164
Simulation: Translation to Improved Team Performance
Hunt, E. A., Shilkofski, N. A., Stavroudis, T. A., & Nelson, K. L. (2007) · Anesthesiology Clinics · doi:10.1016/j.anclin.2007.03.004 · Cited by 161
A Systematic Review of Teamwork Training Interventions in Medical Student and Resident Education
Chakraborti, C., Boonyasai, R. T., Wright, S. M., & Kern, D. E. (2008) · Journal of General Internal Medicine · doi:10.1007/s11606-008-0600-6 · Cited by 159
The Response of Anesthesia Trainees to Simulated Critical Incidents
Gaba, D. M., & DeAnda, A. (1989) · Anesthesia & Analgesia · doi:10.1213/00000539-198904000-00004 · Cited by 159
Test of a cardiology patient simulator with students in fourth-year electives
Ewy, G. A., Felner, J. M., Juul, D., Mayer, J. W., Sajid, A., & WAUGH, R. A. (1987) · Academic Medicine · doi:10.1097/00001888-198709000-00005 · Cited by 154
Human Patient Simulation in a Pharmacotherapy Course
Seybert, A. L., Kobulinsky, L. R., & McKaveney, T. P. (2008) · American Journal of Pharmaceutical Education · doi:10.5688/aj720237 · Cited by 151
The Use of Simulation for Emergency Medicine Resident Assessment
Bond, W. F., Spillane, L. L., & The CORD Core Competencies Simulation Group (2002) · Academic Emergency Medicine · doi:10.1197/aemj.9.11.1295 · Cited by 147
Using Simulation to Instruct Emergency Medicine Residents in Cognitive Forcing Strategies
Bond, W. F., Deitrick, L. M., Arnold, D. C., Kostenbader, M., Barr, G. C., Kimmel, S. R., & Worrilow, C. C. (2004) · Academic Medicine · doi:10.1097/00001888-200405000-00014 · Cited by 146
Simulation in Obstetrics and Gynecology
Gardner, R., & Raemer, D. B. (2008) · Obstetrics and Gynecology Clinics of North America · doi:10.1016/j.ogc.2007.12.008 · Cited by 138
Berkenstadt, H., Ziv, A., Gafni, N., & Sidi, A. (2006) · Anesthesia & Analgesia · doi:10.1213/01.ane.0000194934.34552.ab · Cited by 138
Issenberg, S. B., McGaghie, W. C., Gordon, D. L., Symes, S. N., PETRUSA, E. R., Hart, I. R., & Harden, R. M. (2002) · Teaching and Learning in Medicine · doi:10.1207/s15328015tlm1404_4 · Cited by 137
Performance of Residents and Anesthesiologists in a Simulation-based Skill Assessment
Murray, D. J., Boulet, J. R., Avidan, M. S., Kras, J. F., Henrichs, B., Woodhouse, J., & Evers, A. S. (2007) · Anesthesiology · doi:10.1097/01.anes.0000286926.01083.9d · Cited by 136
Recurrent Obstetric Management Mistakes Identified by Simulation
(2007) · Obstetric Anesthesia Digest · doi:10.1097/01.aoa.0000302296.86852.39 · Cited by 132
From Resusci-Anne to Sim-Man: The evolution of simulators in medicine
Grenvik, A. N. A., & Schaefer, J. (2004) · Critical Care Medicine · doi:10.1097/00003246-200402001-00010 · Cited by 131
Eppich, W., Adler, M., & McGaghie, W. C. (2006) · Current Opinion in Pediatrics · doi:10.1097/01.mop.0000193309.22462.c9 · Cited by 129
Sachdeva, A. K., Pellegrini, C. A., & Johnson, K. A. (2007) · World Journal of Surgery · doi:10.1007/s00268-007-9306-x · Cited by 126
A worldwide survey of the use of simulation in anesthesia
Morgan, P. J., & Cleave‐Hogg, D. M. (2002) · Canadian Journal of Anesthesia/Journal canadien d anesthésie · doi:10.1007/bf03017441 · Cited by 119
Translating learning principles into practice: a new strategy for learning clinical skills
Rolfe, I. E., & Sanson‐Fisher, R. (2002) · Medical Education · doi:10.1046/j.1365-2923.2002.01170.x · Cited by 119
Andragogy and Medical Education: Are Medical Students Internally Motivated to Learn?
Misch, D. A. (2002) · Advances in Health Sciences Education · doi:10.1023/a:1015790318032 · Cited by 116
Applying theory to practice in undergraduate education using high fidelity simulation
Morgan, P. J., Morgan, P. J., Cleave‐Hogg, D. M., Morgan, P. J., Cleave‐Hogg, D. M., DeSousa, S., Morgan, P. J., Cleave‐Hogg, D. M., DeSousa, S., Lam-McCulloch, J., et al. (2006) · Medical Teacher · doi:10.1080/01421590600568488 · Cited by 112
Review of mannequin‐based high‐fidelity simulation in emergency medicine
Fritz, P. Z., Gray, T., & Flanagan, B. T. (2007) · Emergency Medicine Australasia · doi:10.1111/j.1742-6723.2007.01022.x · Cited by 110
Schwid, H. A., Rooke, G. A., Michałowski, P., & Ross, B. K. (2001) · Teaching and Learning in Medicine · doi:10.1207/s15328015tlm1302_4 · Cited by 110
Acquiring Skills in New Procedures and Technology
Sachdeva, A. K. (2005) · Archives of Surgery · doi:10.1001/archsurg.140.4.387 · Cited by 107
Improving Neonatal Outcome Through Practical Shoulder Dystocia Training
Draycott, T. J., Crofts, J. F., Ash, J., Wilson, L. V., Yard, E., Sibanda, T., & Whitelaw, A. (2009) · Obstetric Anesthesia Digest · doi:10.1097/01.aoa.0000350630.57549.70 · Cited by 102
Graber, M. A., Wyatt, C., Kasparek, L., & Xu, Y. (2005) · Academic Emergency Medicine · doi:10.1111/j.1553-2712.2005.tb00920.x · Cited by 101
Simulations in the United States Medical Licensing ExaminationTM (USMLETM)
Dillon, G. F. (2004) · BMJ Quality & Safety · doi:10.1136/qhc.13.suppl_1.i41 · Cited by 98
Assessment of Resident Professionalism Using High‐fidelity Simulation of Ethical Dilemmas
Gisondi, M. A., Smith‐Coggins, R., Harter, P. M., Soltysik, R. C., & Yarnold, P. R. (2004) · Academic Emergency Medicine · doi:10.1197/j.aem.2004.04.005 · Cited by 90
Improving shoulder dystocia management among resident and attending physicians using simulations
Goffman, D., Heo, H. J., Pardanani, S., et al. (2008) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2008.05.023 · Cited by 89
Observations From 450 Shoulder Dystocia Simulations
Crofts, J. F., Fox, R., Ellis, D., Winter, C., Hinshaw, K., & Draycott, T. (2008) · Obstetrics and Gynecology · doi:10.1097/aog.0b013e3181865f55 · Cited by 87
Obstetric Simulation as a Risk Control Strategy: Course Design and Evaluation
Gardner, R., Walzer, T. B., Simon, R., & Raemer, D. B. (2008) · Simulation in Healthcare The Journal of the Society for Simulation in Healthcare · doi:10.1097/sih.0b013e3181671bbe · Cited by 83
Sachdeva, A. K., & Russell, T. (2007) · Surgical Clinics of North America · doi:10.1016/j.suc.2007.06.006 · Cited by 81
Validation of a Colonoscopy Simulation Model for Skills Assessment
Sedlack, R. E., Baron, T. H., Downing, S. M., & Schwartz, A. (2006) · The American Journal of Gastroenterology · doi:10.1111/j.1572-0241.2006.00942.x · Cited by 78
Murray, D. J., Boulet, J. R., Ziv, A., Woodhouse, J., Kras, J., & McAllister, J. D. (2002) · Medical Education · doi:10.1046/j.1365-2923.2002.01290.x · Cited by 77
Evaluating the management of septic shock using patient simulation
Ottestad, E., Boulet, J. R., & Lighthall, G. K. (2007) · Critical Care Medicine · doi:10.1097/01.ccm.0000256849.75799.20 · Cited by 71
Credentialing and Certifying with Simulation
Ziv, A., Rubin, O., Sidi, A., & Berkenstadt, H. (2007) · Anesthesiology Clinics · doi:10.1016/j.anclin.2007.03.002 · Cited by 70
Standardized patients: The “other” simulation
Levine, A. I., & Swartz, M. H. (2008) · Journal of Critical Care · doi:10.1016/j.jcrc.2007.12.001 · Cited by 65
Self-citationThe use of simulation in the education of emergency care providers for cardiac emergencies
Okuda, Y., & Quinones, J. (2008) · International Journal of Emergency Medicine · doi:10.1007/s12245-008-0034-2 · Cited by 62
Self-citationBerkenstadt, H., Ziv, A., Gafni, N., et al. (2006) · PubMed · Cited by 62
Simulation-based training to improve acute care skills in medical undergraduates.
Weller, J. M., ROBINSON, B. J., Larsen, P., & Caldwell, C. (2004) · PubMed · Cited by 61
Châtenay, M., Maguire, T. O., Skakun, E. N., Chang, G. J., Cook, D., & Warnock, G. L. (1996) · The American Journal of Surgery · doi:10.1016/s0002-9610(96)00184-5 · Cited by 59
Fitch, M. T. (2007) · Medical Teacher · doi:10.1080/01421590701297334 · Cited by 57
Rosenblatt, M. A., & Abrams, K. J. (2002) · Anesthesia & Analgesia · doi:10.1097/00000539-200201000-00028 · Cited by 55
Practical health care simulations
Loyd, G. E., Lake, C. L., & Greenberg, R. B. (2004) · Medical Entomology and Zoology · Cited by 54
Girzadas, D. V., Clay, L., Caris, J., Rzechula, K. H., & Harwood, R. A. (2007) · Medical Teacher · doi:10.1080/01421590701513698 · Cited by 52
Hatala, R. A., Kassen, B. O., Nishikawa, J., et al. (2005) · Academic Medicine · doi:10.1097/00001888-200506000-00007 · Cited by 50
Documentation of simulated shoulder dystocia: accurate and complete?
Crofts, J. F., Bartlett, C., Ellis, D., et al. (2008) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/j.1471-0528.2008.01801.x · Cited by 48
Invited commentary: educational interventions to address the core competencies in surgery
Sachdeva, A. K. (2003) · Surgery · doi:10.1016/j.surg.2003.10.005 · Cited by 34
The simulation theater: A theoretical discussion of concepts and constructs that enhance learning
Bryson, E. O., & Levine, A. I. (2008) · Journal of Critical Care · doi:10.1016/j.jcrc.2007.12.003 · Cited by 33
Self-citationAnesthesiology National CME Program and ASA Activities in Simulation
Sinz, E. H. (2007) · Anesthesiology Clinics · doi:10.1016/j.anclin.2007.03.012 · Cited by 26
Experience with medical student simulation education
McIvor, W. R. (2004) · Critical Care Medicine · doi:10.1097/01.ccm.0000110737.83477.0f · Cited by 25
Schrock, J. W., & Cydulka, R. K. (2006) · Emergency Medicine Clinics of North America · doi:10.1016/j.emc.2006.05.012 · Cited by 21
Shearer, J., Cicotti, C., Hopkin, L., et al. (2009) · Clinical Simulation in Nursing · doi:10.1016/j.ecns.2009.04.071 · Cited by 9
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Al-Elq, A. (2010) · Journal of Family and Community Medicine · doi:10.4103/1319-1683.68787 · Cited by 614
Sai, S., Gaur, A., Sai, R., Chamola, V., Guizani, M., & Rodrigues, J. J. P. C. (2024) · IEEE Access · doi:10.1109/access.2024.3367715 · Cited by 268
Schubert, C. C., Denmark, T. K., Crandall, B., Grome, A., & Pappas, J. (2013) · Annals of Emergency Medicine · doi:10.1016/j.annemergmed.2012.08.034 · Cited by 92
The state of health advocacy training in postgraduate medical education: a scoping review
McDonald, M., Lavelle, C., Wen, M., Sherbino, J., & Hulme, J. (2019) · Medical Education · doi:10.1111/medu.13929 · Cited by 69
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Metadata
- Authors
- Okuda, Y., Bryson, E. O., DeMaria, S., Jacobson, L., Quinones, J., Shen, B., & Levine, A. I.
- Venue
- Mount Sinai Journal of Medicine: A Journal of Translational and Personalized Medicine
- Publisher
- Wiley
- Published
- 2009-07-29
- Volume
- 76
- Issue
- 4
- Pages
- 330-343
- ISSN
- 0027-2507 (ISSN-L)
- 1931-7581
- OpenAlex
- W2124355949
- Cited by
- 1,201
- References
- 93
- FWCI
- 20.27
- Type
- journal article
- Language
- en
- Open access
- closed
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