Abstract
Background
Non-technical skills, such as communication or leadership, are integral to clinical competence in anaesthesia. There is a need for valid and reliable tools to measure anaesthetists' non-technical performance for both initial and continuing professional development. This systematic review aims to summarise the measurement properties of existing assessment tools to determine which tool is most robust.
Methods
Embase (via OVID), Medline and Medline in Process (via OVID), and reference lists of included studies and previously published relevant systematic reviews were searched (through August 2017). Quantitative studies investigating the measurement properties of tools used to assess anaesthetists' intraoperative non-technical skills, either in a clinical or simulated environment, were included. Pairs of independent reviewers determined eligibility and extracted data. Risk of bias was assessed using the COSMIN checklist.
Results
The search yielded 978 studies, of which 14 studies describing seven tools met the inclusion criteria. Of these, 12 involved simulated crisis settings only. The measurement properties of the Anaesthetists' Non-Technical Skills (ANTS) tool were most commonly assessed (n=9 studies), with studies of two types of validity (content, concurrent) and two types of reliability (internal consistency, interrater). Most of these studies, however, were at serious risk of bias.
Conclusions
Though there are seven tools for assessing the non-technical skills of anaesthetists, only ANTS has been extensively investigated with regard to its measurement properties. ANTS appears to have acceptable validity and reliability for assessing non-technical skills of anaesthetists in both simulated and clinical settings. Future research should consider additional clinical contexts and types of measurement properties.
Keywords: anaesthesiology, communication, professional competence, professionalism, psychometrics, situational awareness
Editor's key points.
-
•
The authors reviewed 14 studies describing 7 tools used to assess anaesthetists' intraoperative non-technical skills.
-
•
The Anaesthetists' Non-Technical Skills (ANTS) tool was most commonly assessed. Most studies were at risk of bias and featured simulated settings only.
-
•
Although ANTS appears to be an acceptable assessment tool, more research is needed to determine its properties, validity and reliability across clinical contexts.
Non-technical skills such as communication, leadership, or situation awareness, are integral to clinical competence in anaesthesia.1, 2, 3 Although technical skills are important for effective performance in the operating room (OR), non-technical skills are consistently responsible for a large proportion of intraoperative errors, adverse patient outcomes, and even mortality.4, 5, 6, 7, 8, 9, 10
In recent years, greater accountability of professional performance for patient safety has been required from anaesthesiologists.11 Competency-based medical education has also emerged for initial and continuing professional development,11, 12 leading to more frequent assessment of professional practice. Both US and Canadian medical education organisations identify interpersonal skills, communication skills, leadership, collaboration, situation awareness, and professionalism as core competencies for anaesthesiologists.13, 14 Researchers have investigated the effect of interventions to improve anaesthesia non-technical skills, such as coder readers, or cognitive aid or mental practice and simulation interventions.15, 16, 17 In this context, measuring non-technical performance in the operating room (OR) is paramount to ensuring the provision of safe, high-quality intraoperative care.
In order to comprehensively assess clinical performance of anaesthesiologists for non-technical skills, reliable and valid tools must be available. Although several tools have been developed for this purpose,18, 19, 20 it is currently unclear which assessment tools are the most robust (i.e. are able to effectively measure non-technical skills performance under various conditions according to studied characteristics). A variety of tools are being used in a range of settings, limiting the meaningful conclusions that can be drawn about anaesthesiologists' non-technical skills, their impact on patient outcomes, and their amenability to change. Whereas existing systematic reviews have summarised non-technical skills assessment tools for surgeons,21 syntheses of anaesthesiologist-specific assessment tools are absent from the literature.
Through identifying the most robust tool(s) for assessing these skills, the anaesthesia community will be able to standardise future research on evaluation of interventions to improve anaesthesiologists' clinical performance. This will ultimately foster evidence-based education and facilitate accurate, generalisable, and effective performance-tracking mechanisms.
This systematic review aims to summarise and compare the tools used to measure the intraoperative non-technical performance of anaesthesiologists according to their measurement properties.
Methods
The protocol for this review was published on the University of Ottawa's research repository.22 The review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA).23
Eligibility criteria
Studies were included if they examined the measurement properties (i.e. validity and reliability) of tools specifically intended to assess the non-technical skills of anaesthesiologists (either trainee or graduated). Non-technical skills included were specified by the Royal College of Physicians and Surgeons of Canada and the US Accreditation Council for Graduate Medical Education.13, 14 These included interpersonal and communication skills, leadership, collaboration, situation awareness, and professionalism. Tools for assessing anaesthesia assistants, nurse anaesthetists, and whole interprofessional teams were not included given specific tasks and working conditions differ between professions, which can influence non-technical skills. Although there are certainly generic non-technical skills ‘which are applicable to a wide range of dynamic working environments, the emphasis and behavioural markers in a behavioural rating system will vary depending on the role under investigation.’24 Hence, specific non-technical skills assessment tools have been developed for each profession.25, 26, 27 Tools with technical skills items were also excluded. Tools could be evaluated within a clinical or simulation intraoperative environment.
Our focus of interest for this systematic review was the intraoperative period, defined as the time from when the patient was physically in the operating room or anaesthetics room, where the anaesthesiologist performed procedures or administers medication to the patient, until the time the patient left the OR. This excluded both the pre- and postoperative periods or remote out-of-OR settings (e.g. recovery room, endoscopy suite, interventional radiology). Studies were excluded if measurement assessment was not the primary outcome or if they evaluated anaesthesiologists' performance but not the assessment tool itself. Specifically, studies could be of any design but had to include a quantitative analysis of measurement properties or qualitative assessment of forms of validity (e.g. Delphi consensus for content validity). Tools also had to be developed for objective assessment of skills rather than subjective (i.e. self-reported) assessment because evidence shows that healthcare professionals self-assess poorly.28
Search strategy and information sources
Literature searches were conducted by an experienced librarian (AD) collaborating closely with the team of investigators. The following databases were searched from inception to January 18, 2017: Medline and Medline in Process (via OVID), PsycINFO, CINAHL, Embase (via OVID), and ERIC (see Appendix 1 for search strategies). The Medline search strategy was peer-reviewed by a second information specialist using the PRESS tool.29 Adjustments were made to the search for each database to optimise search results. Language restrictions were not imposed. Studies published in languages other than English and French were translated using Google Translate.30 We also searched reference lists of previously published systematic reviews and of included articles for additional relevant references.
Study selection
Two independent reviewers (LM, HL) screened titles and abstracts for eligibility, followed by the full-texts of articles identified as ‘included’ or ‘unclear’ after consensus (see Appendix 2 for screening tools). Disagreements at each level of screening were resolved by consensus discussion or assistance from another reviewer (NE) if needed.
Data items and abstraction
Data extraction was conducted by one reviewer (HL) using an electronic data collection form (see Appendix 3) for all included articles. Extracted information was verified by a second reviewer (LM). A group of anaesthetists reviewed the final list of included tools to determine accuracy and completeness. The data extraction form collected general article information (e.g. year and study location), characteristics of learners (e.g. trainee status), tool design (e.g. name and number of items), and measurement outcomes (e.g. properties assessed and validation values).
Study quality
The Consensus-based Standards for the selection of health Measurement Instruments (COSMIN) Risk of Bias Checklist31 was used by reviewers (LM, HL, NE) in duplicate to assess the methodological quality of included studies, with disagreements resolved through consensus or a third reviewer as required. The COSMIN Risk of Bias checklist assesses the methodological quality of studies on measurement properties. The checklist uses a 4-point rating system applied to each study. If one study examines multiple measurement properties, ‘each assessment of a measurement property is considered to be a separate study.’32 The overall rating for each property is determined using ‘the worst score counts’ principle (i.e. taking the lowest rating).32
Synthesis
A narrative summary of the types of reliability and validity, measurement coefficients, validation context (i.e. simulation or clinical), and risk of bias was completed for each included assessment tool.
Results
Study selection
The literature search yielded 978 publications. After removal of duplicates, 716 studies proceeded to title and abstract screening, of which 698 were excluded. Full-text review resulted in exclusion of another 4 articles, leaving a final total of 14 included articles in this systematic review (Fig. 1).
Fig 1.
PRISMA flow diagram. PRISMA, Preferred Reporting Items for Systematic Reviews and Meta-Analyses.
Study characteristics and synthesis
Seven tools for assessing anaesthesiologists' non-technical skills were identified (Table 1), across 14 included studies measuring the measurement properties of these tools. All but one study19 were conducted in high-income countries (summarised in Table 2; details in Appendix 4). The most common countries involved were the United States [number of studies, n=4 (29%)] and Canada [n=3 (21%)]. Non-technical skills assessed were relatively common across tools and included communication, leadership, situation awareness, decision-making, task management, team-working, resource utilisation, coordination, and interpersonal skills (Table 1). Reliability and validity of the tools were assessed most often in crisis resource management situations [n=9 (64%)], involving scenarios such as emergency Caesarean delivery and difficult airway management (Table 2). Studies primarily involved a simulation setting [n=12 (86%)] and anaesthesia trainees only [n=9 (64%)].
Table 1.
Anaesthesiologists' non-technical assessment tools
Assessment tool name | Validation studies (first author, year) | Non-technical skills assessed | Scoring system | Basis of rating system |
---|---|---|---|---|
Anaesthetists' Non-technical Skills (ANTS) | Balki, 2014 Cole, 2017 Fletcher, 2003 Gjeraa, 2015 Jepsen, 2016 Jirativanont, 2017 Morgan, 2011 Mudumbai, 2012 Yee, 2005 |
Task management Team working Situation awareness Decision making |
1 (poor) to 4 (good) | Observed behaviour as it relates to patient safety |
Ottawa Global Rating Scale (GRS) | Jirativanont, 2017 | Leadership Problem solving Situational awareness Resource utilisation Communication |
1 (novice) to 7 (superior) | Quality of behaviour as it relates to crisis resource management |
Structured coding framework | Weller, 2014 | Communication Decision-making |
Number of times event occurred | Frequency of behaviour |
Structured rating form | Weller, 2008 | Communication Teamwork |
1 (fail) to 5 (outstanding) | Medical management of the case |
Unnamed tool40 | Blum, 2014 | Communication Leadership Coordination Situation awareness Interpersonal skills |
1 (low) to 7 (high) | Ability to manage patient's conditions |
BARS tool | Watkins, 2017 | Communication Situation awareness Decision-making Task management Teamwork |
1 (poor) to 9 (excellent) | Frequency and consistency of behaviour |
Workplace-based assessment tool | Crossingham, 2012 | Communication Situation awareness Decision-making Teamwork |
1 (poor) to 4 (good/excellent) | Behavioural anchors related to performance |
Table 2.
Summary of studies assessing the measurement properties of non-technical skills for anaesthesiologists (n=14). *One study included both simulated and clinical settings. Nb. Full study details available in Appendix 4
Characteristic | n studies | Tool(s) studied | |
---|---|---|---|
Country | Canada | 3 |
|
Denmark | 2 |
|
|
New Zealand | 2 |
|
|
Thailand | 1 |
|
|
UK | 2 |
|
|
USA | 4 |
|
|
Setting* | Clinical | 3 |
|
Simulation | 12 |
|
|
Team | Staff only | 4 |
|
Trainees only | 9 |
|
|
Staff and trainees | 1 |
|
|
Clinical scenario | Anaesthesia emergency in unnamed context (e.g. difficult airway management) | 4 |
|
Obstetrics | 2 |
|
|
Intraoperative period (various or unnamed types of surgeries) | 7 |
|
|
Not reported | 1 |
|
Measurement properties of assessment tools
Details of measurement evidence for each tool are provided in Appendix 5. Properties are narratively summarised below (Table 3).
Table 3.
Measurement properties examined for tools assessing anaesthesiologists' non-technical skills. Nb. Full study details available in Appendix 5
Measurement property examined | Assessment tools |
||||||
---|---|---|---|---|---|---|---|
Anaesthetists' non-technical skills (ANTS) | Ottawa Global Rating Scale (GRS) | Structured coding framework | Structured rating form | Unnamed tool, Blum 2014 | BARS tool | Workplace-based assessment tool | |
Content validity | ✓ | ✓ | ✓ | ✓ | ✓ | ||
Construct validity | ✓ | ||||||
Concurrent validity | ✓ | ✓ | |||||
Convergent validity | |||||||
Predictive validity | |||||||
Internal consistency | ✓ | ✓ | |||||
Interrater reliability | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | |
Test–retest reliability |
ANTS was the tool with the most studies (n=9) assessing its measurement properties. Properties investigated included: content validity (number of studies, n=2),19, 33 concurrent validity (n=1),19 internal consistency (n=3),33, 34, 35 and interrater reliability (n=9).19, 33, 34, 35, 36, 37, 38, 39 Investigation of ANTS′ measurement properties primarily involved simulation (n=8) and crisis situations (n=6). Types of surgery involved in the studies included obstetrics/gynaecology (n=2); general, urology and orthopaedic (n=1); general, oncological (n=1), general surgery (n=1), and neurosurgery and vascular surgery (n=1). Three studies did not report the specific clinical scenarios. Like all tools, studies of ANTS were conducted in high-income countries only, with the exception of one study.
Though the Ottawa GRS19 and an Unnamed Tool from Blum and colleagues40 were investigated in only one study each, four and three categories of measurement properties, respectively, were examined. Specifically, content validity, concurrent validity, internal consistency, and interrater reliability were assessed for the Ottawa GRS19 and content validity, construct validity, and interrater reliability were examined for the Unnamed tool.40 The Ottawa GRS study involved a simulated emergency induction whereas the Unnamed tool study involved simulated routine and crisis situations in otolaryngology and urology.
Measurement properties of the BARS tool were investigated by one study,41 assessing both content validity and interrater reliability. This study involved simulation of hypoxemia, ventricular fibrillation, and supraventricular tachycardia. The Structured Coding Framework study42 involved routine and crisis situations in simulated and clinical general surgery and investigated content validity only. Inter-rater reliability was examined for the Structured Rating Form (n=1)43 and the Workplace-based assessment tool (n=1).44 The Structured Rating Form study involved a simulated anaesthesia emergency whereas the Workplace-based assessment tool involved routine and crisis situations in clinical obstetrics/gynaecology and orthopaedic surgery.
COSMIN Risk of Bias Assessment
Results from the COSMIN Risk of Bias Assessment are shown in Table 4. Most studies of measurement properties were at ‘very serious’ risk of bias [n=9 (64%)]. Only the studies that assessed the construct validity of the Unnamed tool40 and the concurrent validity of ANTS and the Ottawa GRS were found to be at ‘no risk’. For two tools (Structured rating form; Workplace-based assessment tool), risk of bias for inter-rater reliability studies was ‘extremely serious’. For one tool (ANTS), risk of bias was found to be ‘serious’ for content validity and internal consistency.
Table 4.
COSMIN Risk of bias assessment for studies of the measurement properties of anaesthetists' intraoperative non-technical skills assessment tools
Assessment tool | Study of validity or reliability | COSMIN Risk of bias Assessment |
|||
---|---|---|---|---|---|
No risk: There are multiple studies of at least adequate quality, or there is one study of very good quality available | Serious risk: there are multiple studies of doubtful quality available, or there is only one study of adequate quality | Very serious risk: There are multiple studies of inadequate quality, or there is only one study of doubtful quality available | Extremely serious: there is only one study of inadequate quality available | ||
Anaesthetists' Non-Technical Skills (ANTS) | Content validity | X | |||
Concurrent validity | X | ||||
Internal consistency | X | ||||
Inter-rater reliability | X | ||||
Ottawa Global Rating Scale (GRS) | Content validity | X | |||
Concurrent validity | X | ||||
Internal consistency | X | ||||
Inter-rater reliability | X | ||||
Structured coding framework | Content validity | X | |||
Structured rating form | Inter-rater reliability | X | |||
Unnamed tool, Blum 2014 | Content validity | X | |||
Construct validity | X | ||||
Inter-rater reliability | X | ||||
BARS tool | Content validity | X | |||
Inter-rater reliability | X | ||||
Workplace-based assessment tool | Inter-rater reliability | X |
Discussion
This systematic review identified seven tools for assessing anaesthesiologists' non-technical skills. The reliability and validity of these tools were investigated across 14 included studies, which mostly involved crisis resource management situations. The non-technical skills assessed by each tool were relatively similar (e.g. communication, leadership, situation awareness).
It is important to have a robust tool for continued non-technical skill assessment in everyday practice and there appear to be more options for assessment tools in anaesthesia than in surgery45, 46 or nursing.47 Clinicians, researchers and educators seeking to evaluate anaesthetists' non-technical skills may use the findings of our systematic review to make an informed decision on what assessment tool to choose. Depending on their specific goal, they may prioritise one type of reliability or validity to another to choose the assessment tool that meet their needs best. For example, ANTS may be a good choice for clinical assessment and feedback, which are most valid and valuable when they occur directly in the workplace, as it is one of the only tools to be investigated in a clinical setting.48 However, we need to keep in mind that most studies investigating measurement properties were conducted in a simulated setting or observers were physically present in the OR. Direct observation in the OR has traditionally faced a variety of challenges (e.g. Hawthorne effect, limited number of observations), but is becoming more feasible with the development of new audio–video recording systems using machine learning.49 Future studies of ANTS and other tools could benefit from this technology, as simulation and crisis situations were the most common contexts for all tools across all included studies. These systems could also help to alleviate the resource-intensive nature of most assessment tools (e.g. extensive rater training),50 which may be a limiting factor in tool selection.
The vast majority of studies that assessed ANTS and the other identified tools were found to be at risk of bias. This is comparable to other studies investigating assessment tools for surgeons' non-technical skills.45, 46 In this review, bias was most often found because of the limited description of the methodology used or the failure to perform statistical tests recommended by the COSMIN Checklist.32 It would be useful for future studies of tools for assessing anaesthesiologists' non-technical skills to follow the COSMIN guidelines.
The measurement properties examined by the included studies were also limited, with most studies looking at content validity, inter-rater reliability, or both. Concurrent validity and internal consistency were examined for only two of the seven tools (ANTS; Ottawa GRS), construct validity was examined for only one tool (Blum), and test–retest reliability was not examined for any tool. Future studies may wish to diversify the measurement properties examined in order to better determine the internal and external validity of assessment tools and their consistency and ability to accurately measure non-technical skills performance. As per this review, ANTS has the greatest number of measurement properties studied (four), and may be the most promising tool to use moving forward.
Though all the tools identified by this review assessed similar non-technical skills, it is noteworthy that none explicitly included communication with the patient. Tools only assessed communication with other OR team members. Yet, communication with the patient is essential for patient comfort, satisfaction, and safety.51 To promote patient-centred anaesthetic care and improve the patient experience with anaesthesia, it may be critical for anaesthetists to account for the non-technical skills required to interact directly with patients, either before induction or after emergence and when providing neuraxial anaesthesia. Recently, a tool to measure surgeon's non-technical skills from the patient perspective [Patients' Evaluation of Non-technical Skills (PENTS)] was developed.52 Future work in anaesthesia may focus on incorporating communication with the patient and other patient-centred skills into existing assessment tools or developing a new tool similar to PENTS and subsequently testing reliability and validity in clinical settings.
This review faces several limitations. First, we were only able to provide a narrative summary of available assessment tools given variability in the validation context of these tools and the types of validity and reliability assessed. Second, most studies included in this review were at high risk of bias, which means any evidence for the reliability and validity of a particular tool should be interpreted with caution.
Conclusion
Although there are seven tools for assessing the non-technical skills of anaesthetists, only ANTS has been extensively investigated with regard to its measurement properties. ANTS appears to have acceptable validity and reliability for assessing non-technical skills of anaesthetists in both simulated and clinical settings. Future research should examine its measurement properties in various clinical contexts and across more types of validity and reliability. Continued study of other assessment tools may also be warranted to establish reliability and validity across a variety of situations.
Authors' contributions
All authors made substantial contribution to conception and design, acquisition of data, or analysis and interpretation of data; drafting the article or revising it critically for important intellectual content; final approval of the version to be published. Agreement to be accountable for all aspects of the work thereby ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved.
Acknowledgements
We thank Alexandra Davis, BA, MLIS, for her help in the development and review of the search strategies.
Editorial decision: 12 July 2018
Handling editor: J.G. Hardman
Footnotes
Supplementary data related to this article can be found at https://doi.org/10.1016/j.bja.2018.07.028.
Declaration of interests
The authors have no competing interests to declare.
Funding
Dr Boet was supported by the Ottawa Hospital Anaesthesia Alternate Funds Association. DSR software was funded by the Department of Anaesthesiology and Pain Medicine, Ottawa Hospital.
Appendix A. Supplementary data
The following are the supplementary data related to this article:
References
- 1.Larsson J., Holmströ M.I.K. How excellent anaesthetists perform in the operating theatre: a qualitative study on non-technical skills. Br J Anaesth. 2013;110:115–121. doi: 10.1093/bja/aes359. [DOI] [PubMed] [Google Scholar]
- 2.Crossingham G.V., Sice P.J.A., Roberts M.J., Lam W.H., Gale T.C.E. Development of workplace-based assessments of non-technical skills in anaesthesia. Anaesthesia. 2012;67:158–164. doi: 10.1111/j.1365-2044.2011.06977.x. [DOI] [PubMed] [Google Scholar]
- 3.Fletcher G.C.L., Mcgeorge P., Flin R.H., Glavin R.J., Maran N.J. The role of non-technical skills in anaesthesia: a review of current literature. Br J Anaesth. 2002;88:418–429. doi: 10.1093/bja/88.3.418. [DOI] [PubMed] [Google Scholar]
- 4.Hu Y.Y., Arriaga A.F., Peyre S.E., Corso K.A., Roth E.M., Greenberg C.C. Deconstructing intraoperative communication failures. J Surg Res. 2012;177:37–42. doi: 10.1016/j.jss.2012.04.029. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Anderson O., Davis R., Hanna G.B., Vincent C.A. Surgical adverse events: a systematic review. Am J Surg. 2013;206:253–262. doi: 10.1016/j.amjsurg.2012.11.009. [DOI] [PubMed] [Google Scholar]
- 6.Mazzocco K., Petitti D.B., Fong K.T., et al. Surgical team behaviors and patient outcomes. Am J Surg. 2009;197:678–685. doi: 10.1016/j.amjsurg.2008.03.002. [DOI] [PubMed] [Google Scholar]
- 7.Catchpole K., Mishra A., Handa A., McCulloch P. Teamwork and error in the operating room: analysis of skills and roles. Ann Surg. 2008;247:699–706. doi: 10.1097/SLA.0b013e3181642ec8. [DOI] [PubMed] [Google Scholar]
- 8.Weller J., Boyd M. Making a difference through improving teamwork in the operating room: a systematic review of the evidence on what works. Curr Anesthesiol Rep. 2014;4:77–83. [Google Scholar]
- 9.Van Beuzekom M., Boer F., Akerboom S., Hudson P. Patient safety: latent risk factors. Br J Anaesth. 2010;105:52–59. doi: 10.1093/bja/aeq135. [DOI] [PubMed] [Google Scholar]
- 10.Stein J.E. The Swiss cheese model of adverse event occurrence—closing the holes. Semin Pediatr Surg. 2015;24:278–282. doi: 10.1053/j.sempedsurg.2015.08.003. [DOI] [PubMed] [Google Scholar]
- 11.Stodel E.J., Wyand A., Crooks S., Moffett S., Chiu M., Hudson C.C.C. Designing and implementing a competency-based training program for anesthesiology residents at the University of Ottawa. Anesthesiol Res Pract. 2015;2015:713038. doi: 10.1155/2015/713038. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Ebert T.J., Fox C.A. Competency-based education in anesthesiology. Anesthesiology. 2014;120:24–31. doi: 10.1097/ALN.0000000000000039. [DOI] [PubMed] [Google Scholar]
- 13.Royal College of Physicians and Surgeons of Canada . 2017. Anesthesiology competencies.http://www.royalcollege.ca/rc/faces/oracle/webcenter/portalapp/pages/viewDocument.jspx?document_id=RCP-00161435&_adf.ctrl-state=10w28tl0td_17&_afrLoop=12070258186657680&_afrWindowMode=0&_afrWindowId=null#!%40%40%3F_afrWindowId%3Dnull%26document_id%3DRCP-0 Available from: [Google Scholar]
- 14.Accreditation Council for Graduate Medical Education . 2015. The anesthesiology milestone Project.https://www.acgme.org/Portals/0/PDFs/Milestones/AnesthesiologyMilestones.pdf [Google Scholar]
- 15.Lelaidier R., Balança B., Boet S., et al. Use of a hand-held digital cognitive aid in simulated crises: the MAX randomized controlled trial. Br J Anaesth. 2017;119:1015–1021. doi: 10.1093/bja/aex256. [DOI] [PubMed] [Google Scholar]
- 16.Hayter M.A., Bould M.D., Afsari M., Riem N., Chiu M., Boet S. Does warm-up using mental practice improve crisis resource management performance? A simulation study. Br J Anaesth. 2013;110:299–304. doi: 10.1093/bja/aes351. [DOI] [PubMed] [Google Scholar]
- 17.Burden A.R., Carr Z.J., Staman G.W., Littman J.J., Torjman M.C. Does every code need a “reader?” Improvement of rare event management with a cognitive aid “reader” during a simulated emergency. Simul Healthc J Soc Simul Healthc. 2012;7:1–9. doi: 10.1097/SIH.0b013e31822c0f20. [DOI] [PubMed] [Google Scholar]
- 18.Flin R., Glavin R., Maran N., Patey R. 2003. Anaesthetists’ Non-Technical Skills (ANTS) system handbook v1.0. Aberdeen.http://www.abdn.ac.uk/iprc/ants/ [DOI] [PubMed] [Google Scholar]
- 19.Jirativanont T., Raksamani K., Aroonpruksakul N., Apidechakul P., Suraseranivongse S. Validity evidence of non-technical skills assessment instruments in simulated anaesthesia crisis management. Anaesth Intensive Care. 2017;45:469–475. doi: 10.1177/0310057X1704500410. [DOI] [PubMed] [Google Scholar]
- 20.Hersey P., Laws D. Defining competence for workplace based assessment — a pragmatic and thorough method. Anaesthesia. 2009;64:1386. doi: 10.1111/j.1365-2044.2009.06167_4.x. [DOI] [PubMed] [Google Scholar]
- 21.Sharma B., Orzech N., Boet S., Grantcharov T. Non-technical skills assessment in the post-operative setting. J Am Coll Surg. 2011;213:S122. [Google Scholar]
- 22.Boet S., Larrigan S., Calderon L., Liu H., Sullivan K., Etherington C. November 2017. Measuring non-technical skills of anesthesiologists in the operating room: a systematic review of assessment tools and their measurement properties.https://ruor.uottawa.ca/handle/10393/36922 Available from: [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Moher D., Liberati A., Tetzlaff J., Altman D.G., PRISMA Group Reprint—preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. Phys Ther. 2009;89:873–880. http://www.ncbi.nlm.nih.gov/pubmed/19723669 [PubMed] [Google Scholar]
- 24.Rutherford J.S., Flin R., Mitchell L. Non-technical skills of anaesthetic assistants in the perioperative period: a literature review. Br J Anaesth. 2012;109:27–31. doi: 10.1093/bja/aes125. [DOI] [PubMed] [Google Scholar]
- 25.Lyk-Jensen H., Dieckmann P., Konge L., Jepsen R.M.H.G., Spanager L., Østergaard D. Using a structured assesment tool to evaluate nontechnical skills of nurse anesthetists. AANA J. 2016;84:122–127. [PubMed] [Google Scholar]
- 26.Yule S., Flin R., Maran N., Rowley D., Youngson G., Paterson-Brown S. Surgeons’ Non-technical skills in the operating room: reliability testing of the NOTSS behavior rating system. World J Surg. 2008;32:548–556. doi: 10.1007/s00268-007-9320-z. [DOI] [PubMed] [Google Scholar]
- 27.Mitchell L., Flin R., Yule S., Mitchell J., Coutts K., Youngson G. Development of a behavioural marker system for scrub practitioners’ non-technical skills (SPLINTS system) J Eval Clin Pract. 2013;19:317–323. doi: 10.1111/j.1365-2753.2012.01825.x. [DOI] [PubMed] [Google Scholar]
- 28.Eva K.W., Regehr G. Self-assessment in the health professions: a reformulation and research agenda. Acad Med. 2005;80:S46–S54. doi: 10.1097/00001888-200510001-00015. [DOI] [PubMed] [Google Scholar]
- 29.McGowan J., Sampson M., Lefebvre C. An evidence based checklist for the peer review of Electronic Search Strategies (PRESS EBC) Evid Based Libr Inf Pract. 2010;5:149. [Google Scholar]
- 30.Google Inc . 2016. Google Translate.https://translate.google.ca/ [Google Scholar]
- 31.Mokkink L.B., de Vet H.C.W., Prinsen C.A.C., et al. COSMIN risk of bias checklist for systematic reviews of patient-reported outcome measures. Qual Life Res. 2017;0:1–9. doi: 10.1007/s11136-017-1765-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Mokkink L., Prinsen C., Patrick D., et al. 2018. COSMIN methodology for Systematic Reviews of Patient - Reported Outcome Measures ( PROMs ). Amsterdam, The Netherlands. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Fletcher G., Flin R., McGeorge P., Glavin R., Maran N., Patey R. Anaesthetists’ Non-Technical Skills (ANTS): evaluation of a behavioural marker system. Br J Anaesth. 2003;90:580–588. doi: 10.1093/bja/aeg112. [DOI] [PubMed] [Google Scholar]
- 34.Cole D.C., Giordano C.R., Vasilopoulos T., Fahy B.G. Resident physicians improve nontechnical skills when on operating room management and leadership rotation. Anesth Analg. 2017;124:300–307. doi: 10.1213/ANE.0000000000001687. [DOI] [PubMed] [Google Scholar]
- 35.Jepsen R.M.H.G., Dieckmann P., Spanager L., et al. Evaluating structured assessment of anaesthesiologists’ non-technical skills. Acta Anaesthesiol Scand. 2016;60:756–766. doi: 10.1111/aas.12709. [DOI] [PubMed] [Google Scholar]
- 36.Balki M., Chakravarty S., Salman A., Wax R.S. Effectiveness of using high-fidelity simulation to teach the management of general anesthesia for Cesarean delivery. Can J Anaesth. 2014;61:922–934. doi: 10.1007/s12630-014-0209-7. [DOI] [PubMed] [Google Scholar]
- 37.Gjeraa K., Jepsen R.M.H.G., Rewers M., Ostergaard D., Dieckmann P. Exploring the relationship between anaesthesiologists’ non-technical and technical skills. Acta Anaesthesiol Scand. 2016;60:36–47. doi: 10.1111/aas.12598. [DOI] [PubMed] [Google Scholar]
- 38.Mudumbai S.C., Gaba D.M., Boulet J.R., Howard S.K., Davies M.F. External validation of simulation-based assessments with other performance measures of third-year anesthesiology residents. Simul Healthc. 2012;7:73–80. doi: 10.1097/SIH.0b013e31823d018a. [DOI] [PubMed] [Google Scholar]
- 39.Yee B., Naik V.N., Joo H.S., et al. Nontechnical skills in anesthesia crisis management with repeated exposure to simulation-based education. Anesthesiology. 2005;103:241–248. doi: 10.1097/00000542-200508000-00006. [DOI] [PubMed] [Google Scholar]
- 40.Blum R.H., Boulet J.R., Cooper J.B., Muret-Wagstaff S.L. Simulation-based assessment to identify critical gaps in safe anesthesia resident performance. Anesthesiology. 2014;120:129–141. doi: 10.1097/ALN.0000000000000055. [DOI] [PubMed] [Google Scholar]
- 41.Watkins S.C., Roberts D.A., Boulet J.R., McEvoy M.D., Weinger M.B. Evaluation of a simpler tool to assess nontechnical skills during simulated critical events. Simul Healthc J Soc Simul Healthc. 2017;12:69–75. doi: 10.1097/SIH.0000000000000199. [DOI] [PubMed] [Google Scholar]
- 42.Weller J., Henderson R., Webster C.S., et al. Building the evidence on simulation validity: comparison of anesthesiologists’ communication patterns in real and simulated cases. Anesthesiology. 2014;120:142–148. doi: 10.1097/ALN.0b013e3182a44bc5. [DOI] [PubMed] [Google Scholar]
- 43.Weller J.M., Jolly B., Robinson B. Generalisability of behavioural skills in simulated anaesthetic emergencies. Anaesth Intensive Care. 2008;36:185–189. doi: 10.1177/0310057X0803600208. [DOI] [PubMed] [Google Scholar]
- 44.Crossingham G.V., Sice P.J.A., Roberts M.J., Lam W.H., Gale T.C.E. Development of workplace-based assessments of non-technical skills in anaesthesia. Anaesthesia. 2012;67:158–164. doi: 10.1111/j.1365-2044.2011.06977.x. [DOI] [PubMed] [Google Scholar]
- 45.Sharma B., Mishra A., Aggarwal R., Grantcharov T.P. Non-technical skills assessment in surgery. Surg Oncol. 2011;20:169–177. doi: 10.1016/j.suronc.2010.10.001. [DOI] [PubMed] [Google Scholar]
- 46.Yule S., Flin R., Paterson-Brown S., Maran N. Non-technical skills for surgeons in the operating room: a review of the literature. Surgery (United States) 2006;139:140–149. doi: 10.1016/j.surg.2005.06.017. [DOI] [PubMed] [Google Scholar]
- 47.Mitchell L., Flin R. Non-technical skills of the operating theatre scrub nurse: literature review. J Adv Nurs. 2008;63:15–24. doi: 10.1111/j.1365-2648.2008.04695.x. [DOI] [PubMed] [Google Scholar]
- 48.Weller J.M., Bloch M., Young S., et al. Evaluation of high fidelity patient simulator in assessment of performance of anaesthetists. Br J Anaesth. 2003;90:43–47. [PubMed] [Google Scholar]
- 49.Langerman A., Grantcharov T.P. Are we ready for our close-up? Ann Surg. 2017;266:934–936. doi: 10.1097/SLA.0000000000002232. [DOI] [PubMed] [Google Scholar]
- 50.Graham J., Hocking G., Giles E. Anaesthesia non-technical skills: can anaesthetists be trained to reliably use this behavioural marker system in 1 day? Br J Anaesth. 2010;104:440–445. doi: 10.1093/bja/aeq032. [DOI] [PubMed] [Google Scholar]
- 51.Smith A.F., Mishra K. Interaction between anaesthetists, their patients, and the anaesthesia team. Br J Anaesth. 2010;105:60–68. doi: 10.1093/bja/aeq132. [DOI] [PubMed] [Google Scholar]
- 52.Yule J., Hill K., Yule S. Development and evaluation of a patient-centred measurement tool for surgeons’ non-technical skills. Br J Surg. 2018;105:876–884. doi: 10.1002/bjs.10800. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.