Abstract
Objective
To conduct a systematic review of the effect of interventions on spatial abilities in the field of technical skills in health care.
Methods
A literature search was conducted up to November 14, 2017 in Scopus and in several databases on EBSCOhost platform. Citations were obtained, articles related to retained citations were reviewed and a final list of included studies was identified. Methods in the field of technical skills relating an intervention to spatial abilities test scores between intervention groups or obtained before and after the intervention were identified as eligible. The quality of included studies was assessed and data were extracted in a systematic way.
Results
A series of 5513 citations was obtained. Ninety-nine articles were retained and fully reviewed, yielding four included studies. No difference in the Hidden Figure Test score after one year was observed after residency training in General Surgery of at least nine months. A first-year dental curriculum was not found to elevate the Novel Object Cross-Sections Test score (P = 0.07). A two-semester learning period of abdominal sonography was found to increase the Revised Minnesota Paper Form Board Test score (P < 0.05). A hands-on radiology course using interactive three-dimensional image post-processing software consisting of seven two-hour long seminars on a weekly basis was found to amplify the Cube Perspective Test score (P < 0.001).
Conclusion
Spatial abilities tests scores were enhanced by courses in abdominal sonography and hands-on radiology, but were not improved by residency training in General Surgery and first-year dental curriculum.
Keywords: Health profession, Technical skills, Systematic review, Health care education, Medical education, Surgical education, Spatial abilities
Health profession, Technical skills, Systematic review, Health care education, Medical education, Surgical education, Spatial abilities
1. Introduction
In a systematic review, visual-spatial perception has been correlated with operative abilities in the field of surgery at the end of a training programme, but not found in experts [1]. Also, visual spatial tests have been correlated with technical performance in surgical trainees in a systematic review [2]. Another systematic review in the health area has found spatial abilities test score to be positively correlated to the quality of technical skills performance in novices and intermediates but negatively correlated to the duration of technical skills performance in novices and intermediates [3]. This systematic review has not identified any correlation in competent individuals or experts [3]. These findings imply that spatial abilities have been important in the learning process of technical skills in surgery [1,2] and more broadly in health care [3].
Three phases have been identified in the Fitts and Posner's theory of motor skill acquisition: cognitive, associative and autonomous [4]. The cognitive phase involved in learning novel first time experienced non-repetitive tasks have been related to spatial abilities by Ackerman's theory of ability determinants [5,6]. Spatial abilities have been found important in the cognitive phase of learning a novel technical skill in health care [3]. Spatial abilities have not been correlated to technical skills performance in surgery [1] and health care [3] in individuals in the autonomous phase.
Basic factors involved in individual differences in spatial abilities have been identified: environmental, genetic, hormonal, and neurological [7]. In the field of cognitive psychology [8,9,10] and anatomy education [11,12,13,14,15], males have been found to have better spatial abilities. Further, a negative correlation of the aging process and spatial abilities has been identified in a systematic review [16]. A peak in the twenties and a decay afterward have been observed for spatial abilities [17,18].
It has been written that ‘combining knowledge of the influences of both instructional design and learners’ individual differences may yield the best predictors of success in training programmes’. [19]. This knowledge should be based on scientific evidence. Genetic, hormonal, neurological, environmental [7], sex [8,9,10,11,12,13,14,15], and age [16,17,18] factors have been found to impact on spatial abilities. Theoretically, improving spatial abilities by acting on these factors would improve quality and duration of the technical skills performance in health care.
Among these factors, environmental have been related to practice involving spatial abilities such as previous testing in spatial abilities [20], academic programme [21] and vocational activities [7]. Spatial abilities have been correlated to learning in science, technology, engineering, and mathematics (STEM) [22,23,24]. The malleability of spatial skills in the STEM domain have been studied in a systematic review [25]. Video games, a semester-long spatially relevant course and spatial task training have been identified to improve spatial abilities [25].
Technical skills in health care are a subset of technology within the STEM domain. A systematic review of the education and psychology literature up to 2009 by Uttal and colleagues [25] never targeted specific research in the health care field. There is a need to choose platforms that will likely cover all articles related to the specific field of technical skills in health care, the results of this study could identify strategies improving spatial abilities that could potentially improve technical skills performance in learners. The objective of this systematic review was to evaluate the effect of interventions on spatial abilities in the field of technical skills in health care.
2. Methods
The reporting of the systematic review followed the Preferred Reporting Items for Systematic reviews and Meta-Analysis (PRISMA) [26] and a research protocol was developed prior to the study. Two reviewers (C.B. and J.L.) independently conducted the following steps in the systematic review: screened the citations, full text articles and reference lists of included studies; assessed the quality of the included studies; extracted data from included studies and conducted qualitative synthesis and choice of studies for the meta-analysis. Any conflicts were discussed and consensus was reached.
2.1. Search strategy
The search strategies were developed by one information scientist (J. T.) and validated by another. No language restrictions were used when executing the search. The search was developed around concepts including ‘interventions’, ‘technical skills’ and ‘spatial abilities’ and related keywords.
The literature search was done up to November 14, 2017 in Scopus and in several databases on EBSCOhost platform (Medline with Full Text, Cinahl Plus with Full Text, ERIC, Education Source and PsycInfo). Search strategies are provided in Appendix 1.
2.2. Screening of citations and full-text articles
Title and abstracts from the literature search (records) were reviewed and those involving the field of technical skills in health care, an intervention, and a spatial abilities test were retained and the corresponding full-text articles were fully reviewed for inclusion. Citations related to proceedings, literature reviews, books, book sections, and theses were excluded. Methods in the field of technical skills in health care relating an intervention to spatial abilities test scores between intervention groups or obtained before and after the intervention were identified as eligible. References lists of included studies were screened for additional citations.
2.3. Quality and characteristics of eligible articles
The studies were assessed for quality and rated as low (-), intermediate (+), or high (++) using the Scottish Intercollegiate Guidelines Network-50 (SIGN-50) [27] selected based on a review of quality assessment tools [28].
Study type, sample size, information related to population (type of participants, country, gender and age), intervention, comparator, and outcomes were extracted from the included articles. Outcome of interest were spatial abilities test scores, compared between groups or compared between pre- and post-test assessment. Results for relationships between intervention in the field of technical skills in health care and spatial abilities test were extracted and described.
2.4. Statistical analysis
For the discrete variables, descriptive statistics included frequency and percent. For the continuous variables, median or mean and standard deviation (SD) or standard error of the mean (SEM) or range were considered. The level of statistical significance was established at < 0.05.
3. Results
Screening of citations, full-text articles and references of included studies; quality assessment and data extraction from included studies; qualitative synthesis and choice of potential studies for the meta-analysis were done by two independent reviewers (C.B. and J.L.), and conflicts between reviewers were discussed, a consensus was reached without the need of a third reviewer.
A summary of the selection of articles is shown in the PRISMA flow diagram of Figure 1. The literature search yielded 8815 citations plus three additional citation from references lists of studies identified for inclusion. After the duplicates were removed, 5513 citations were identified of which 5414 citations were ineligible and 99 were considered for full-text review. Of the 99 articles that were retained and had full-text review, 95 were excluded for the following main reasons (Appendix 2): not in the field of technical skill (n = 7), absence of spatial abilities test scores before and after an intervention (n = 66), absence of spatial abilities test score (n = 18), lack of information for data extraction (n = 1), literature review (n = 3). Additional reasons for exclusion for a given article are also shown in Appendix 2. In summary, four eligible articles corresponded to four eligible studies of which none were available for a meta-analysis.
Figure 1.
PRISMA flow diagram.
3.1. Characteristics of the included studies
The characteristics of the four studies that met our including criteria are described in Appendix 3. All studies had a before and after design relating spatial abilities to technical skills in health care. In the four studies (Appendix 3) retained for the systematic review, three were prospective cohort studies [29,31,32] and one was prospective/retrospective study [30]. One of the studies [32] was assessed as low quality and the other three [29,31,32] as intermediate.
Several types of study participants were considered among the four studies: General Surgery resident [29] (n = 1), dentistry student [30] (n = 1), undergraduate psychology student [30] (n = 1), sonography student [31] (n = 1), medical student [32] (n = 1). Two of the studies were conducted in the United States of America [30,31], one in Germany [32], and one in an unspecified country [29]. The four studies included 370 participants of which 80 (21.6%) were females, 126 (34.1%) were males, and 164 (44.3%) were of unspecified sex. Age of participants was not specified.
The following spatial abilities test were used: Hidden Figure Test (n = 1) [29], Novel Object Cross-Section Test (n = 1) [30], Tooth Cross-Sections Test (n = 1) [31], Revised Minnesota Paper Form Board Test (n = 1) [31], and Cube Perspective Test (n = 1) [30]. The time interval for retesting of spatial abilities varied from two-semester [31] to one year [29,30].
Interventions were heterogeneous: residency training in General Surgery [29], first-year dental curriculum [30], learning of abdominal sonography [31], and hands-on radiology course using interactive three-dimensional image post-processing software [32]. The time for interventions varied from seven weeks [32] to one year [30].
Spatial abilities test scores before and after an intervention were provided but not spatial abilities score between intervention group.
3.2. Narrative synthesis
The Hidden Figure Test score after one year was not changed by a residency training in General Surgery of at least nine month with a test-retest reliability correlation r of 0.87 [29]. A first-year dental curriculum was not found to elevate the Tooth Cross-Sections Test score (P = 0.07) [30]. A two-semester learning period of abdominal sonography was found to increase the Revised Minnesota Paper Form Board Test score with an effect size of 0.32 (P < 0.05) [31]. A hand-on radiology course using interactive three-dimensional image post-processing software consisting of seven two-hour long seminars on a weekly basis was found to amplify the Cube Perspective Test score of 11.8% (P < 0.001) [32]. A meta-analysis was not possible because of inconsistent reporting of the statistical results for spatial abilities test score.
4. Discussion
The objective of this study was to evaluate the interventions on spatial abilities in the field of technical skills in health care. Training in abdominal sonography [31] and hands-on radiology [32] were identified to enhance spatial abilities. Similar findings have been found in anatomy education with courses of anatomy [13,14,33]. The positive findings in this study were also similar to those of a large systematic review [25] where courses with spatial abilities content have been found to improve spatial abilities in the STEM domain. The use of video games and specific spatial task training that has been found to be factors to improve spatial abilities in this large systematic review [25] were not found in the current study. Spatial task training has been found to improve spatial abilities in a systematic review of spatial abilities training in anatomy education [33].
Residency training in General Surgery [29] and first-year dental curriculum [30] were not found to improve spatial abilities even if spatial abilites test score were related to operative procedures performance [29] and restorative dentistry practical laboratory classes [30]. The residency training in General Surgery [29] and first-year dental curriculum [30] were less specific compared to courses in abdominal sonography [31] and hands-on radiology [32]. Uttal and colleagues [25] have related improvement in spatial abilites with a semester-long spatially relevant course, but this might not apply to a residency training in General Surgery and first-year dentistry curriculum. A residency training program and a curriculum compared to more specific courses might introduce uncontrolled variables that could interfer with spatial abilities test score.
It was interesting to note in the study of Hegarty and collegues that the Tooth-Cross Sections Test was improved after a second testing in the control group consisting of undergraduate psychology students not being submitted to the first-year dental curriculum [30]. This was not found in the experimental group with the Novel Object Cross-Sections Test [30]. This could be explained by the practice effect and the different nature of the Tooth Cross-Sections Test compared to the Novel Object Cross-Sections Test.
Comparison between groups considered in the study of Hegarty and colleagues [30] were not included in this systematic review for several reasons. The intervention between second and fourth year and first and fourth year dental curriculum was not direct and specific to spatial skills training. Also, there were may be many differences between the groups with possible residual confounders. Furthermore, no difference were found with valid and reliable tests of spatial abilities while difference was found with the less valid Tooth-Cross Sections Test. Finally, the content on the specific skills to be learned in third and fourth year was not clear. It is known that spatial abilities are important in the first two years of dentistry and less so in the last two years [34,35,36].
The search of Uttal and colleagues done up to 2009 used Proquest related to thesis, ERIC and PsyInfo covering mostly the field of education and psychology [25]. It is interesting to note that a study published in 1986 by Gibbons and colleagues [29] has not been picked up by the study of Uttal and colleagues [25] nor one study published in 2009 by Hegarty and colleagues [30]. This validates the choice of databases in the actual study that was more likely to cover all articles related to the specific field of technical skills in health care. The need to perform a new search was also validated by the findings in this study of two new studies since 2009 [31,32].
The time of training in studies with positive findings in this review were seven weeks [32] and two-semester [31]. Is is unknown if a shorter distribution would achieve the same effect as related to technical skills performance. Shorter distribution such as 20 min [37], 10 days on a given month [38], 160 h over 25 days [14], 60 h over at least four weeks [39] have been identified in the training of spatial abilities in the field of anatomy education [33]. Also, it is unknown if students have reached their maximum peak of spatial abilities after these courses. A positive dose-dependent effect of computer-assisted learning of anatomy on spatial abilities has been demonstrated in a recent study [40].
Considering the large amount of literature correlating spatial abilities to the technical skills performance in surgery [1,2] and in health care [3], it was interesting to note that very few research have tried to mesure the impact of practicing a technical skill in health care on spatial abilities.
Sex [8,9,10,11,12,13,14,15] and age [16,17,18] have been found to be important factors of individual differences in spatial abilities. Age was not considered in the four included studies. Also, the improvement in spatial abilities was not correlated with sex in the two studies with positive findings [31,32].
The improvement of spatial abilities test score has not been found to be transferred to technical skills performance in the two articles with positive studies [31,32]. This transfer has not been found either in the systematic review of Uttal and colleagues [25]. Mental rotation training has been found to improve anatomy knowledge score in a single study [39].
Future studies will need to assess the use of video games and specific spatial abilities training as factors to improve spatial abilities in the field of technical skills performance in health care. Also, assuming individual differences in the peak amplitude for spatial abilities, the effect of timing and amount of intervention will need to be evaluated to reach a specified plateau in a given learner. Furthermore, specific course will need to be compared to general curriculum for the malleability of spatial abilities. Finally, studies will need to investigate the impact of increased spatial abilites test score on technical skills performance.
4.1. Limitations
The specific spatial abilities test were different in the four included studies. No study used the valid and reliable Mental Rotations Test [20,41] which is more often considered in studies relating spatial abilities to technical skills performance in health care [3]. Also, the evaluation of the practice effect of a given spatial abilities test in a control group compared to the experimental group was not provided in any of the included studies.
There was heterogeneity in the intervention studied. Interventions were applied in a wide range of health care fields: General Surgery [29], dental curriculum [30], sonography [31], and radiology [32]. Also, the time for interventions varied from seven weeks [32] to one year [30].
None of the included articles was rated as ‘high’ quality; one [32] was rated as ‘low’ and three [29,30,31] as ‘intermediate’. A meta-analysis was not possible in this systematic review because of the inconsistency in reporting statistical results of the spatial abilities test scores.
5. Conclusion
Spatial abilities test scores were enhanced by courses in abdominal sonography and hands-on radiology, but were not improved by residency training in General Surgery and first-year dental curriculum. In the future, specific courses will need to be compared to general curriculum for the malleability of spatial abilities.
Declarations
Author contribution statement
J. Langlois: Conceived and designed the experiments; Performed the experiments; Analyzed and interpreted the data; Wrote the paper.
C. Bellemare, J. Toulouse: Conceived and designed the experiments; Performed the experiments; Analyzed and interpreted the data.
G. A. Wells: Conceived and designed the experiments; Analyzed and interpreted the data.
Funding statement
This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
Competing interest statement
The authors declare no conflict of interest.
Additional Information
No additional information is available for this paper.
Appendix 1. Search strategies for concept of interventions, technical skills and spatial abilities
Scopus
TITLE-ABS-KEY ("technical skill*" OR "surgical skill*" OR "procedural skill*" OR simulat* OR "surgical abilit*" OR "surgical train*" OR "virtual realit*" OR "practical laborator*" OR neuroimag* OR radiolog* OR "medical imag*") AND TITLE-ABS-KEY (intervention* OR instruct* OR format* OR train* OR educat* OR teach* OR learn*) AND TITLE-ABS-KEY ("spatial abilit*" OR "spatial aptitude*" OR "spatial skill*" OR "visual spatial abilit*" OR "visual spatial aptitude*" OR "visual spatial skill*" OR "visuospatial abilit*" OR "visuospatial aptitude*" OR "visuospatial skill*" OR "visuo-spatial abilit*" OR "visuo-spatial aptitude*" OR "visuo-spatial skill*" OR "spatial visuali?ation abilit*" OR "spatial visuali?ation aptitude*" OR "spatial visuali?ation skill*" OR "visual perception*" OR "space perception*" OR "spatial perception*" OR "psychomotor test*" OR "psychomotor abilit*" OR "psychomotor aptitude*" OR "psychomotor skill*" OR "perceptual abilit*" OR "perceptual aptitude*" OR "perceptual skill*")
EBSCOhost
Databases: Medline with Full Text, Cinahl Plus with Full Text, ERIC, Education Source and PsycInfo
| S4 | S1 AND S2 AND S3 |
| S3 | "technical skill*" OR "surgical skill*" OR "procedural skill*" OR simulat* OR "surgical abilit*" OR "surgical train*" OR "virtual realit*" OR "practical laborator*" OR neuroimag* OR radiolog* OR "medical imag*" |
| S2 | Intervention* OR instruct* OR format* OR train* OR educat* OR teach* OR learn* |
| S1 | "spatial abilit*" OR "spatial aptitude*" OR "spatial skill*" OR "visual spatial abilit*" OR "visual spatial aptitude*" OR "visual spatial skill*" OR "visuospatial abilit*" OR "visuospatial aptitude*" OR "visuospatial skill*" OR "visuo-spatial abilit*" OR "visuo-spatial aptitude*" OR "visuo-spatial skill*" OR "spatial visuali?ation abilit*" OR "spatial visuali?ation aptitude*" OR "spatial visuali?ation skill*" OR "visual perception*" OR "space perception*" OR "spatial perception*" OR "psychomotor test*" OR "psychomotor abilit*" OR "psychomotor aptitude*" OR "psychomotor skill*" OR "perceptual abilit*" OR "perceptual aptitude*" OR "perceptual skill*" |
S = Set.
Appendix 2. Excluded studies (n = 95)
References for excluded studies: [[42], [43], [44], [45], [46], [47], [48], [49], [50], [51], [52], [53], [54], [55], [56], [57], [58], [59], [60], [61], [62], [63], [64], [65], [66], [67], [68], [69], [70], [71], [72], [73], [74], [75], [76], [77], [78], [79], [80], [81], [82], [83], [84], [85], [86], [87], [88], [89], [90], [91], [92], [93], [94], [95], [96], [97], [98], [99], [100], [101], [102], [103], [104], [105], [106], [107], [108], [109], [110], [111], [112], [113], [114], [115], [116], [117], [118], [119], [120], [121], [122], [123], [124], [125], [126], [127], [128], [129], [130], [131], [132], [133], [134], [135], [136]]
Reasons for exclusion at the end of references (in parentheses):
-
1.
Not in the field of technical skills in health care
-
2.
Absence of an intervention
-
3.
Absence of spatial abilities test scores before and after an intervention
-
4.
Absence of spatial abilities test scores between intervention groups
-
5.
Absence of spatial abilities test score
-
6.
Lack of information for data extraction
-
7.
Literature review
Appendix 3. Systematic review of included studies and results
| Author(s), year | Design Sample size |
Population: Participant, Country, Gender, Age | Intervention | Comparator | Spatial abilities test | Comparison between pre- and post-test scores (P) | Control group | Quality Assessment: SIGN-50a |
|---|---|---|---|---|---|---|---|---|
| Gibbons et al., 1986 [29] | Prospective cohort study N = 58 |
Residents in General Surgery University A (n = 42) University B (n = 16) Country: NIb Gender: NI Age: NI |
Surgical training of nine months in 11 and more in others | None | Hidden Figures 32-item Pre-test Post-test after one year |
Test-retest reliability r = 0.87 | None | + |
| Hegarty et al., 2009 [30] | Prospective/retrospective cohort study (Study 2) N = 206 |
First year (n = 79) and fourth year (n = 65) dentistry students and undergraduate psychology students (n = 62) United States of America 80 females, 126 males Age: NI |
First-year Dental curriculum (one year) | None | Novel Object Cross-Section - 10-item - 5 min - one point for correct answer minus ¼ of incorrect answers - maximum possible score of 10 First year dentistry students (n = 79) Pre-test (August): 5.4 ± 2.1c Post-test (September): 5.8 ± 2.4 Tooth Cross-Section Test - 20 items - time: NI - one point for correct answer minus ¼ of incorrect answers - maximum possible score of 18 Undergraduate psychology students (n = 62) Pre-test (November): 7.1 ± 3.9 Post-test (September): 11.3 ± 4.3 |
Novel Object Cross-SectionTest: P = 0.07 | Tooth Cross-Section Test: P < 0.001 | + |
| Clem et al., 2013 [31] | Prospective cohort study N = 79 |
Beginning sonography students United States of America Gender: NI Age: NI Drop out: 6 |
Two-semester learning period in abdominal sonography | None | Revised Minnesota Paper Form Board Test (RMPFBT) 65-question, 20- minute, paper and pencil, range of possible scores from 0 to 64 Pre-spatial tests scores Midwest university class 1: n = 11; 44.55 ± 5.429 Midwest university class 2: n = 13; 48.08 ± 5.722 Midwest university class 3: n = 19; 51.11 ± 7.745 Atlantic coast community college: n = 8; 52.25 ± 10.264 Midwestern community college: n = 11; 47.18 ± 8.424 Proprietary school n = 11; 40.18 ± 8.256 Post-spatial test scores: NI |
N = 49 Midwest university class 3 Atlantic coast community college Midwestern community college Propriety school Effect size = 0.32 (P < 0.05) |
None | + |
| Rengier et al., 2013 [32] | Prospective cohort study N = 27 |
Fourth and fifth-year medical students Germany Gender: NI Age: NI Drop out: 2 |
Hands-on radiology Course using interactive three-dimensional image post-processing software (analysis of cross-sectional imaging data and correlation of two-dimensional images with three-dimensional reconstructions) Seven seminars, each two hours long and held on a weekly basis covering musculoskeletal system, thorax, abdomen and pelvis, head and neck, central nervous system, and nuclear medicine |
None | Cube perspective test – 32 questions Time: NI Maximum score of 16 N = 16 Corrects answers Pre-test: 10.1 ± 2.6 Post-test: 11.9 ± 2.4 Score including negative marking Pre-test: 7.9 ± 3.7 Post-test: 10.4 ± 3.2 |
Correct answers Improvement: 11.3% (P < 0.001) Score including negative marking Improvement: 15.6% (P < 0.001) |
None | - |
aSIGN-50, Scottish Intercollegiate Guidelines Network-50 (quality assessment); bNI, not identified; cmean ± standard deviation.
References
- 1.Maan Z.N., Maan I.N., Darzi A.W., Aggarwal R. Systematic review of predictors of surgical performance. Br. J. Surg. 2012;99:1610–1621. doi: 10.1002/bjs.8893. [DOI] [PubMed] [Google Scholar]
- 2.Louridas M., Szasz P., de Montbrun S., Harris K.A., Grantcharov T.P. Can we predict technical aptitude? A systematic review. Ann. Surg. 2016;263:673–691. doi: 10.1097/SLA.0000000000001283. [DOI] [PubMed] [Google Scholar]
- 3.Langlois J., Bellemare C., Toulouse J., Wells G.A. Spatial abilities and technical skills performance in health care: a systematic review. Med. Educ. 2015;49:1065–1085. doi: 10.1111/medu.12786. [DOI] [PubMed] [Google Scholar]
- 4.Fitts P.M., Posner M.I. first ed. Brooks/Cole, Publishing Co; Belmont, CA: 1967. Human Performance. [Google Scholar]
- 5.Ackerman P.L. Determinants of individual differences during skill acquisition: cognitive abilities and information processing. J. Exp. Psychol. Gen. 1988;117:288–318. [Google Scholar]
- 6.Ackerman P.L. Predicting individual differences in complex skill acquisition: dynamics of ability determinants. J. Appl. Psychol. 1992;77:598–614. doi: 10.1037/0021-9010.77.5.598. [DOI] [PubMed] [Google Scholar]
- 7.McGee M.G. Human spatial abilities: psychometric studies and environmental, genetic, hormonal, and neurological influences. Psychol. Bull. 1979;86:889–918. [PubMed] [Google Scholar]
- 8.Maccoby E.E., Jacklin C.N. first ed. I. Stanford University Press; Stanford, CA: 1974. (The Psychology of Sex Differences). [Google Scholar]
- 9.Voyer D., Voyer S., Bryden M.P. Magnitude of sex differences in spatial abilities: a meta-analysis and consideration of critical variables. Psychol. Bull. 1995;117:250–270. doi: 10.1037/0033-2909.117.2.250. [DOI] [PubMed] [Google Scholar]
- 10.Peters M., Manning J.T., Reimers S. The effects of sex, sexual orientation, and digit ratio (2D:4D) on mental rotation performance. Arch. Sex. Behav. 2007;36:251–260. doi: 10.1007/s10508-006-9166-8. [DOI] [PubMed] [Google Scholar]
- 11.Garg A., Norman G.R., Spero L., Maheshwari P. Do virtual computer models hinder anatomy learning? Acad. Med. 1999;74:S87–S89. doi: 10.1097/00001888-199910000-00049. [DOI] [PubMed] [Google Scholar]
- 12.Garg A., Norman G., Spero L., Taylor I. Learning anatomy: do new computer models improve spatial understanding? Med. Teach. 1999;21:519–522. [Google Scholar]
- 13.Lufler R.S., Zumwalt A.C., Romney C.A., Hoagland T.M. Effect of visual-spatial ability on medical students performance in a gross anatomy course. Anat. Sci. Educ. 2012;5:3–9. doi: 10.1002/ase.264. [DOI] [PubMed] [Google Scholar]
- 14.Vorstenbosch M.A., Klaassen T.P., Donders A.R., Kooloos J.G., Bolhuis S.M., Laan R.F. Learning anatomy enhances spatial ability. Anat. Sci. Educ. 2013;6:257–262. doi: 10.1002/ase.1346. [DOI] [PubMed] [Google Scholar]
- 15.Langlois J., Wells G.A., Lecourtois M., Bergeron G., Yetisir E., Martin M. Sex differences in spatial abilities of medical graduates entering their residency programs. Anat. Sci. Educ. 2013;6:368–375. doi: 10.1002/ase.1360. [DOI] [PubMed] [Google Scholar]
- 16.Techentin C., Voyer D., Voyer S.D. Spatial abilities and aging: a meta-analysis. Exp. Aging Res. 2014;40:395–425. doi: 10.1080/0361073X.2014.926773. [DOI] [PubMed] [Google Scholar]
- 17.Wilson J.R., De Fries J.C., McClearn G.E., Vandenberg S.G., Johnson R.C., Rashad M.N. Cognitive abilities: use of family data as a control to assess sex and age differences in two ethnic groups. Int. J. Aging Hum. Dev. 1975;6:261–276. doi: 10.2190/BBJP-XKUG-C6EW-KYB7. [DOI] [PubMed] [Google Scholar]
- 18.Maylor E.A., Reimers S., Choi J., Collaer M.L., Peters M., Silverman I. Gender and sexual orientation differences in cognition across adulthood: age is kinder to women than to men regardless of sexual orientation. Arch. Sex. Behav. 2007;36:235–249. doi: 10.1007/s10508-006-9155-y. [DOI] [PubMed] [Google Scholar]
- 19.Yue C. Predicting and influencing training success: spatial abilities and instructional design. Med. Educ. 2015;49:1054–1062. doi: 10.1111/medu.12829. [DOI] [PubMed] [Google Scholar]
- 20.Peters M., Laeng B., Latham K., Jackson M., Zaiyouna R., Richardson C. A redrawn Vandenberg and Kuse mental rotations test: different versions and factors that affect performance. Brain Cognit. 1995;28:39–58. doi: 10.1006/brcg.1995.1032. [DOI] [PubMed] [Google Scholar]
- 21.Peters M., Lehmann W., Takahira S., Takeuchi Y., Jordan K. Mental rotation test performance in four cross-cultural sample (n = 3367): overall sex differences and the role of academic program in performance. Cortex. 2006;42:1005–1014. doi: 10.1016/s0010-9452(08)70206-5. [DOI] [PubMed] [Google Scholar]
- 22.Humphreys L.G., Lubinski D., Yao Utility of predicting group membership and the role of spatial visualization in becoming an engineer, physical scientist, or artist. J. Appl. Psychol. 1993;78:250–261. doi: 10.1037/0021-9010.78.2.250. [DOI] [PubMed] [Google Scholar]
- 23.Shea D.L., Lubinski D., Benhow C.P. Importance of assessing spatial ability in intellectually talented young adolescents: a 20-year longitudinal study. J. Educ. Psychol. 2001;93:604–614. [Google Scholar]
- 24.Wai J., Lubinski D., Benhow C.P. Spatial ability for STEM domains: aligning over 50 years of cumulative psychological knowledge solidifies its importance. J. Educ. Psychol. 2009;101:817–835. [Google Scholar]
- 25.Uttal D.H., Meadow N.G., Tipton E., Hand L.L., Alden A.R., Warren C., Newcombe N.S. The malleability of spatial skills: a meta-analysis of training studies. Psychol. Bull. 2013;139:352–402. doi: 10.1037/a0028446. 2013. [DOI] [PubMed] [Google Scholar]
- 26.Moher D., Liberati A., Tetzlaff J., Altman D.G. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. PLoS Med. 2009;6 [PMC free article] [PubMed] [Google Scholar]
- 27.Scottish S.I.G.N. first ed. The Network; Edinburgh, UK: 2015. Intercollegiate Guidelines Network. SIGN 50: A Guideline Developers' Handbook.http://www.sign.ac.uk/pdf/sign50.pdf [Google Scholar]
- 28.Bai A., Shukla V.K., Bak G., Wells G. Canadian Agency for Drugs and Technologies in Health; Ottawa: 2013. Quality Assessment Tools Project Report. [Google Scholar]
- 29.Gibbons R.D., Baker R.J., Skinner D.B. Field articulation testing: a predictor of technical skills in surgical residents. J. Surg. Res. 1986;41:53–57. doi: 10.1016/0022-4804(86)90008-9. [DOI] [PubMed] [Google Scholar]
- 30.Hegarty M., Keehner M., Khooshabeh P., Montello D.R. How Spatial abilities enhance, and are enhanced by, dental education. Learn. Indiv. Differ. 2009;19:61–70. [Google Scholar]
- 31.Clem D.W., Donaldson J., Curs B., Anderson S., Hdeib M. Role of spatial ability as a probable ability determinant in skill acquisition for sonographic scanning. J. Ultrasound Med. 2013;32:519–528. doi: 10.7863/jum.2013.32.3.519. [DOI] [PubMed] [Google Scholar]
- 32.Rengier F., Hafner M.F., Unterhinninghofen R., Nawrotzki R., Kirsch J., Kauczor H.U., Giesel F.L. Integration of interactive three-dimensional image post-processing software into undergraduate radiology education effectively improves diagnostic skills and visual-spatial ability. Eur. J. Radiol. 2013;82:1366–1371. doi: 10.1016/j.ejrad.2013.01.010. [DOI] [PubMed] [Google Scholar]
- 33.Langlois J., Bellemare C., Toulouse J., Wells G.A. Spatial abilities training in anatomy education: a systematic review. Anat. Sci. Educ. 2019 doi: 10.1002/ase.1873. [DOI] [PubMed] [Google Scholar]
- 34.Ranney R.R., Wilson M.B., Bennett R.B. Evaluation of applicants to predoctoral dental education programmes: review of the literature. J. Dent. Educ. 2005;69:1095–1106. [PubMed] [Google Scholar]
- 35.Gray S.A., Deem L.P. Predicting student performance in preclinical technique courses using the theory of ability determinants of skilled performance. J. Dent. Educ. 2002;66:721–727. [PubMed] [Google Scholar]
- 36.Gray S.A., Deem L.P., Straja S.R. Are traditional cognitive tests useful in predicting clinical success? J. Dent. Educ. 2002;66:1241–1245. [PubMed] [Google Scholar]
- 37.Cui D., Wilson T.D., Rockhold R.W., Lehman M.N., Lynch J.C. Evaluation of the effectiveness of 3D vascular stereoscopic models in anatomy instruction for first year medical students. Anat. Sci. Educ. 2017;10:34–45. doi: 10.1002/ase.1626. [DOI] [PubMed] [Google Scholar]
- 38.Provo J., Lamar C., Newby T. Using a cross-section to train veterinary students to visualize anatomical structures in three dimensions. J. Res. Sci. Teach. 2002;39:10–34. 2002. [Google Scholar]
- 39.Hoyek N., Collet C., Rastello O., Fargier P., Thiriet P., Guillot A. Enhancement of mental rotation abilities and its effect on anatomy learning. Teach. Learn. Med. 2009;21:201–206. doi: 10.1080/10401330903014178. [DOI] [PubMed] [Google Scholar]
- 40.Guimarães B., Firmano-Machado J., Tsisar S., Viana B., Pinto-Sousa M., Viera-Marques P., Cruz- Correia R., Ferreira M.A. The role of anatomy computer-assisted learning on spatial abilities of medical students. Anat. Sci. Educ. 2019;12:138–153. doi: 10.1002/ase.1795. [DOI] [PubMed] [Google Scholar]
- 41.Vandenberg S.G., Kuse A.R. Mental rotations, a group test of three-dimensional spatial visualization. Percept. Mot. Skills. 1978;47:599–604. doi: 10.2466/pms.1978.47.2.599. [DOI] [PubMed] [Google Scholar]
- 42.Abe T., Raison N., Shinohara N., Shamim Khan M., Ahmed K., Dasgupta P. The effect of visual-spatial ability on the learning of robot-assisted surgical skills. J. Surg. Educ. 2018;75:458–464. doi: 10.1016/j.jsurg.2017.08.017. (3) [DOI] [PubMed] [Google Scholar]
- 43.Ahlborg L., Hedman L., Murkes D., Westman B., Kjellin A., Felländer-Tsai L., Enochsson L. Visuospatial ability correlates with performance in simulated gynecological laparoscopy. Eur. J. Obstet. Gynecol. Reprod. Biol. 2011;157:73–77. doi: 10.1016/j.ejogrb.2011.02.007. (3, 4) [DOI] [PubMed] [Google Scholar]
- 44.Ahlborg L., Hedman L., Nisell H., Felländer-Tsai L., Enochsson L. Simulator training and non-technical factors improve laparoscopic performance among OBGYN trainees. Acta Obstet. Gynecol. Scand. 2013;92:1194–1201. doi: 10.1111/aogs.12218. (3, 4) [DOI] [PubMed] [Google Scholar]
- 45.Ahlborg L., Hedman L., Rasmussen C., Felländer-Tsai L., Enochsson L. Non-technical factors influence laparoscopic simulator performance among OBGYN residents. Gynecol. Surg. 2012;9:415–420. (3) [Google Scholar]
- 46.Alvand A., Khan T., Al-Ali S., Jackson W.F., Price A.J., Rees J.L. Simple visual parameters for objective assessment of arthroscopic skill. J. Bone Jt. Surg. - Ser. A. 2012;94:e97.1–e97.7. doi: 10.2106/JBJS.K.01437. (3, 5) [DOI] [PubMed] [Google Scholar]
- 47.Arora H., Uribe J., Ralph W., Zeltsan M., Cuellar H., Gallagher A., Fried M.P. Assessment of construct validity of the endoscopic sinus surgery simulator. Arch. Otolaryngol. Head. Neck. Surg. 2005;131:217–221. doi: 10.1001/archotol.131.3.217. (3) [DOI] [PubMed] [Google Scholar]
- 48.Bass J.C., Chiles C. Visual skill: correlation with detection of solitary pulmonary nodules. Invest. Radiol. 1990;25:994–997. doi: 10.1097/00004424-199009000-00006. (3, 5) [DOI] [PubMed] [Google Scholar]
- 49.Bernardo A. Establishment of next-generation neurosurgery research and training laboratory with integrated human performance monitoring. World Neurosurg. 2017;106:991–1000. doi: 10.1016/j.wneu.2017.06.160. (3, 5) [DOI] [PubMed] [Google Scholar]
- 50.Boom-Saad Z., Langenecker S.A., Bieliauskas L.A., Graver C.J., O'Neill J.R., Caveney A.F., Greenfield L.J., Minter R.M. Surgeons outperform normative controls on neuropsychologic tests, but age-related decay of skills persists. Am. J. Surg. 2008;195:205–209. doi: 10.1016/j.amjsurg.2007.11.002. (3, 4, 5) [DOI] [PubMed] [Google Scholar]
- 51.Brandt M.G., Davies E.T. Visual-spatial ability, learning modality and surgical knot tying. Can. J. Surg. 2006;49:412–416. (3, 4) [PMC free article] [PubMed] [Google Scholar]
- 52.Buckley C.E., Kavanagh D.O., Gallagher T.K., Conroy R.M., Traynor O.J., Neary P.C. Does aptitude influence the rate at which proficiency is achieved for laparoscopic appendectomy? J. Am. Coll. Surg. 2013;217:1020–1027. doi: 10.1016/j.jamcollsurg.2013.07.405. (3, 4) [DOI] [PubMed] [Google Scholar]
- 53.Buckley C.E., Kavanagh D.O., Nugent E., Ryan D., Traynor O.J., Neary P.C. The impact of aptitude on the learning curve for laparoscopic suturing. Am. J. Surg. 2014;207:263–270. doi: 10.1016/j.amjsurg.2013.08.037. (3, 4) [DOI] [PubMed] [Google Scholar]
- 54.Chadha P., Hachach-Haram N., Shurey S., Mohanna P.N. A randomized control trial exploring the effect of mental rehearsal and cognitive visualization on microsurgery skills. J. Reconstr. Microsurg. 2016;32:499–505. doi: 10.1055/s-0036-1577566. (3, 4, 5) [DOI] [PubMed] [Google Scholar]
- 55.Clem D., Anderson S., Donaldson J., Hdeib M. An exploratory study of spatial ability and student achievement in sonography. J. Diagnostic. Med. Sonogr. 2010;26:163–170. (3, 4) [Google Scholar]
- 56.Dashfield A.K., Lambert A.W., Campbell J.K., Wilkins D.C. Correlation between psychometric test scores and learning tying of surgical reef knots. Ann. R. Coll. Surg. Engl. 2001;83:139–143. (3, 5) [PMC free article] [PubMed] [Google Scholar]
- 57.de Ribaupierre S., Wilson T.D. Construction of a 3-D anatomical model for teaching temporal lobectomy. Comput. Biol. Med. 2012;42:692–696. doi: 10.1016/j.compbiomed.2012.03.005. (3, 5) [DOI] [PubMed] [Google Scholar]
- 58.Deary I.J., Graham K.S., Maran A.G. Relationships between surgical ability ratings and spatial abilities and personality. J. R. Coll. Surg. Edinb. 1992;37:74–79. (3) [PubMed] [Google Scholar]
- 59.DesCoteaux J.G., Leclere H. Learning surgical technical skills. Can. J. Surg. 1995;38:33–38. (7) [PubMed] [Google Scholar]
- 60.Donnon T., DesCoteaux J.-G., Violato C. Impact of cognitive imaging and sex differences on the development of laparoscopic suturing skills. Can. J. Surg. 2005;48:387–393. (3, 4, 5) [PMC free article] [PubMed] [Google Scholar]
- 61.Duce N.A., Gillett L., Descallar J., Tran M.T., Siu S.C.M., Chuan A. Visuospatial ability and novice brachial plexus sonography performance. Acta Anaesthesiol. Scand. 2016;60:1161–1169. doi: 10.1111/aas.12757. (3) [DOI] [PubMed] [Google Scholar]
- 62.Egi H., Okajima M., Yoshimitsu M., Satoshi I., Yoshihiro M., Hirokazu M., Tomohiro K., Yuichi K., Makoto K., Toshimasa A. Objective assessment of endoscopic surgical skills by analyzing direction-dependent dexterity using the Hiroshima University Endoscopic Surgical Assessment Device (HUESAD) Surg. Today. 2008;38:705–710. doi: 10.1007/s00595-007-3696-0. (3, 4, 5) [DOI] [PubMed] [Google Scholar]
- 63.Egi H., Tokunaga M., Hattori M., Ohdan H. Evaluating the correlation between the HUESAD and OSATS scores: concurrent validity study. Minim. Invasive. Ther. Allied. Technol. 2013;22:144–149. doi: 10.3109/13645706.2012.742113. (3, 4, 5) [DOI] [PubMed] [Google Scholar]
- 64.Egi H., Hattori M., Suzuki T., Sawada H., Kurita Y., Ohdan H. The usefulness of 3-dimensional endoscope systems in endoscopic surgery. Surg. Endosc. 2016;30:4562–4568. doi: 10.1007/s00464-016-4793-1. (3) [DOI] [PubMed] [Google Scholar]
- 65.Enochsson L., Westman B., Ritter E.M., Hedman L., Kjellin A., Wredmark T., Felländer-Tsai L. Objective assessment of visuospatial and psychomotor ability and flow of residents and senior endoscopists in simulated gastroscopy. Surg. Endosc. 2006;20:895–899. doi: 10.1007/s00464-005-0593-8. (3, 4) [DOI] [PubMed] [Google Scholar]
- 66.Enochsson L., Isaksson B., Tour R., Kjellin A., Hedman L., Wredmark T., Tsai-Felländer L. Visuospatial skills and computer game experience influence the performance of virtual endoscopy. J. Gastrointest. Surg. 2004;8:874–880. doi: 10.1016/j.gassur.2004.06.015. (3) [DOI] [PubMed] [Google Scholar]
- 67.Francis N.K., Hanna G.B., Cresswell A.B., Carter F.J., Cuschieri A. The performance of master surgeons on standard aptitude testing Advanced Dundee Endoscopic Psychomotor Tester: contrast validity study. Am. J. Surg. 2001;182:30–33. doi: 10.1016/s0002-9610(01)00652-3. (3, 4) [DOI] [PubMed] [Google Scholar]
- 68.Gallagher H.J., Allan J.D., Tolley D.A. Spatial awareness in urologists: are they different? BJU Int. 2001;88:666–670. doi: 10.1046/j.1464-4096.2001.02440.x. (3, 5) [DOI] [PubMed] [Google Scholar]
- 69.Gallagher A.G., Cowie R., Crothers I., Jordan-Black J.-A., Satava R.M. PicSOr – An objective test of perceptual skill that predicts laparoscopic technical skill in three initial studies of laparoscopic performance. Surg. Endosc. 2003;17:1468–1471. doi: 10.1007/s00464-002-8569-4. (3, 4) [DOI] [PubMed] [Google Scholar]
- 70.Grober E.D., Hamstra S.J., Reznick R.K., Matsumoto E.D., Sidhu R.S., Jarvi K.A. Validation of novel and objective measures of microsurgical skill: hand-motion analysis and stereoscopic visual acuity. Microsurgery. 2003;23:317–322. doi: 10.1002/micr.10152. (3, 5) [DOI] [PubMed] [Google Scholar]
- 71.Groenier M., Schraagen J.M.C., Miedema H.A.T., Broeders I.A.J.M. The role of cognitive abilities in laparoscopic simulator training. Adv. Health Sci. Educ. Theory Pract. 2014;19:203–217. doi: 10.1007/s10459-013-9455-7. (3) [DOI] [PubMed] [Google Scholar]
- 72.Groenier M., Groenier K.H., Miedema H.A.T., Broeders I.A.M.J. Perceptual speed and psychomotor ability predict laparoscopic skill acquisition on a simulator. J. Surg. Educ. 2015;72:1224–1232. doi: 10.1016/j.jsurg.2015.07.006. (3) [DOI] [PubMed] [Google Scholar]
- 73.Hassan I., Osei-Agymang T., Radu D., Gerdes B., Rothmund M., Fernández E.D. Simulation endoskopischer operationen – vier jahre erfahrung an der Chirurgischen Universitätsklinik Marburg. Wien. Klin. Wochenschr. 2008;120:70–76. doi: 10.1007/s00508-008-0930-8. (7) [DOI] [PubMed] [Google Scholar]
- 74.Hedman L., Strom P., Andersson P., Kjellin A., Wredmark T., Fellander-Tsai L. High-level visual-spatial ability for novices correlates with performance in a visual-spatial complex surgical simulator task. Surg. Endosc. 2006;20:1275–1280. doi: 10.1007/s00464-005-0036-6. (3) [DOI] [PubMed] [Google Scholar]
- 75.Hedman L., Klingberg T., Enochsson L., Kjellin A., Felländer-Tsai L. Visual working memory influences the performance in virtual image–surgical intervention. Surg. Endosc. 2007;21:2044–2050. doi: 10.1007/s00464-007-9287-8. (3) [DOI] [PubMed] [Google Scholar]
- 76.Helle L., Nivala M., Kronqvist P., Ericsson K.A., Lehtinen E. Do prior knowledge, personality and visual perceptual ability predict student performance in microscopic pathology? Med. Educ. 2010;44:621–629. doi: 10.1111/j.1365-2923.2010.03625.x. (3) [DOI] [PubMed] [Google Scholar]
- 77.Henn P., Gallagher A.G., Nugent E., Cowie R., Seymour N.E., Haluck R.S., Hseino R.S., Traynor O., Neary P.C. A computerised test of perceptual ability for learning endoscopic and laparoscopic surgery and other image guided procedures: score norms for PicSOr. Am. J. Surg. 2017;214:969–973. doi: 10.1016/j.amjsurg.2017.01.025. (3, 4) [DOI] [PubMed] [Google Scholar]
- 78.Hirata M., Kato A., Yoshimine T., Nakajima S., Maruno M., Tamurat S., Kishinot F., Hayakawa T. Spatial perception in macroscopic and microscopic surgical manipulations: Differences between experienced and inexperienced surgeons. Neurol. Res. 1998;20:509–512. doi: 10.1080/01616412.1998.11740556. (3, 5) [DOI] [PubMed] [Google Scholar]
- 79.Jing L., Grierson L.E.M., Wu M.X., Breuer R., Carnahan H. Perceptual motor features of expert acupuncture lifting-thrusting skills. Acupunct. Med. 2013;31:172–177. doi: 10.1136/acupmed-2012-010265. (3, 4, 5) [DOI] [PubMed] [Google Scholar]
- 80.Jungmann F., Gockel I., Hecht H., Kuhr K., Räsänen J., Sihvo E., Lang H. Impact of perceptual ability and mental imagery training on simulated laparoscopic knot-tying in surgical novices using a Nissen fundoplication model. Scand. J. Surg. 2011;100:78–85. doi: 10.1177/145749691110000203. (3, 4) [DOI] [PubMed] [Google Scholar]
- 81.Keehner M.M., Tendick F., Meng M.V., Anwar H.P., Hegarty M., Stoller M.L., Duh Q.-Y. Spatial ability, experience, and skill in laparoscopic surgery. Am. J. Surg. 2004;188:71–75. doi: 10.1016/j.amjsurg.2003.12.059. (3, 4) [DOI] [PubMed] [Google Scholar]
- 82.Keehner M., Lippa Y., Montello D.R., Tendick F., Hegarty M. Learning a spatial skill for surgery: how the contributions of abilities change with practice. Appl. Cogn. Psychol. 2006;20:487–503. (3) [Google Scholar]
- 83.Kishore T.A., Pedro R.N., Monga M., Sweet R.M. Assessment of validity of an OSATS for cystoscopic and ureteroscopic cognitive and psychomotor skills. J. Endourol. 2008;22:2707–2711. doi: 10.1089/end.2008.0396. (3, 5) [DOI] [PubMed] [Google Scholar]
- 84.Kolozsvari N.O., Andalib A., Kaneva P., Cao J., Vassiliou M.C., Fried G.M., Feldman L.S. Sex is not everything: the role of gender in early performance of a fundamental laparoscopic skill. Surg. Endosc. 2011;25:1037–1042. doi: 10.1007/s00464-010-1311-8. (3) [DOI] [PubMed] [Google Scholar]
- 85.Kozhevnikov M., Schloerb D.W., Blazhenkova O., Koo S., Karimbux N., Donoff R.B., Salcedo J. Egocentric versus allocentric spatial ability in dentistry and haptic virtual reality training. Appl. Cognit. Psychol. 2013;27:373–383. (3) [Google Scholar]
- 86.Loftus J.J.J.L., Jacobsen M., Wilson T.D. Learning and assessment with images: a view of cognitive load through the lens of cerebral blood flow. Br. J. Educ. Technol. 2017;48:1030–1046. (1, 2, 3, 4) [Google Scholar]
- 87.Loftus J.J., Jacobsen M., Wilson T.D. The relationship between spatial ability, cerebral blood flow and learning with dynamic images: a transcranial Doppler ultrasonography study. Med. Teach. 2018;40:174–180. doi: 10.1080/0142159X.2017.1395401. (1, 2, 3, 4) [DOI] [PubMed] [Google Scholar]
- 88.Louridas M., Quinn L.E., Grantcharov T.P. Predictive value of background experiences and visual spatial ability testing on laparoscopic baseline performance among residents entering postgraduate surgical training. Surg. Endosc. 2016;30:1126–1133. doi: 10.1007/s00464-015-4313-8. (3) [DOI] [PubMed] [Google Scholar]
- 89.Luursema J.-M., Buzink S.N., Verwey W.B., Jakimowicz J.J. Visuo-spatial ability in colonoscopy simulator training. Adv. Health Sci. Educ. Theory Pract. 2010;15:685–694. doi: 10.1007/s10459-010-9230-y. (3) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 90.Luursema J.M., Verwey W.B., Burie R. Visuospatial ability factors and performance variables in laparoscopic simulator training. Learn. Individ. Differ. 2012;22:632–638. (3) [Google Scholar]
- 91.McClusky D.A., 3rd, Ritter E.M., Lederman A.B., Gallagher A.G., Smith C.D. Correlation between perceptual, visuo-spatial, and psychomotor aptitude to duration of training required to reach performance goals on the MIST-VR surgical simulator. Am. Surg. 2005;71:13–20. (3) [PubMed] [Google Scholar]
- 92.McKenna R.T., Dove J.C., Ratzlaff R.A., Diaz-Gomez J.L., Cox D.J., Simon L.V. A 3-dimensional printed ultrasound probe visuospatial trainer. Ultrasound Q. 2018;34:103–105. doi: 10.1097/RUQ.0000000000000318. (2, 3, 5) [DOI] [PubMed] [Google Scholar]
- 93.Miller G.T., Scerbo M.W., Zybak S., Byars D.V., Goodmurphy C.W., Lattanzio F.A., Knapp B.J., Toreno F., Levitov A., Shaves S., Abuhamad A. Learner improvement from a simulation-enhanced ultrasonography curriculum for first-year medical students. J. Ultrasound Med. Off. J. Am. Inst. Ultrasound Med. 2017;36:609–619. doi: 10.7863/ultra.15.12025. (6) [DOI] [PubMed] [Google Scholar]
- 94.Mistry M., Roach V.A., Wilson T.D. Application of stereoscopic visualization on surgical skill acquisition in novices. J. Surg. Educ. 2013;70:563–570. doi: 10.1016/j.jsurg.2013.04.006. (3, 4) [DOI] [PubMed] [Google Scholar]
- 95.Murdoch J.R., Bainbridge L.C., Fisher S.G., Webster M.H. Can a simple test of visual-motor skill predict the performance of microsurgeons? J. R. Coll. Surg. Edinb. 1994;39:150–152. (3) [PubMed] [Google Scholar]
- 96.Nilsson T., Hedman L., Ahlqvist J. Visual-spatial ability and interpretation of three-dimensional information in radiographs. Dentomaxillofac. Radiol. 2007;36:86–91. doi: 10.1259/dmfr/56593635. (3) [DOI] [PubMed] [Google Scholar]
- 97.Nilsson T.A., Hedman L.R., Ahlqvist J.B. A randomized trial of simulation-based versus conventional training of dental student skill at interpreting spatial information in radiographs. Simul. Healthc. 2007;2:164–169. doi: 10.1097/SIH.0b013e31811ec254. (3, 4) [DOI] [PubMed] [Google Scholar]
- 98.Nugent E., Hseino H., Boyle E., Mehigan B., Ryan K., Traynor O., Neary P. Assessment of the role of aptitude in the acquisition of advanced laparoscopic surgical skill sets: results from a virtual reality-based laparoscopic colectomy training programme. Int. J. Colorectal. Dis. 2012;27:1207–1214. doi: 10.1007/s00384-012-1458-y. (3) [DOI] [PubMed] [Google Scholar]
- 99.Nugent E., Joyce C., Perez-Abadia G., Frank J., Sauerbier M., Neary P., Traynor O., Carroll S. Factors influencing microsurgical skill acquisition during a dedicated training course. Microsurgery. 2012;32:649–656. doi: 10.1002/micr.22047. (3) [DOI] [PubMed] [Google Scholar]
- 100.Pahuta M.A., Schemitsch E.H., Backstein D., Papp S., Gofton W. Virtual fracture carving improves understanding of a complex fracture: a randomized controlled study. J. Bone Joint Surg. Am. 2012;94(1–7):e182. doi: 10.2106/JBJS.K.00996. (3, 4) [DOI] [PubMed] [Google Scholar]
- 101.Qi S., Yan Y., Li R., Hu J. The impact of active versus passive use of 3D technology: a study of dental students at Wuhan University, China. J. Dent. Educ. 2013;77:1536–1542. (1, 3) [PubMed] [Google Scholar]
- 102.Risucci D., Geiss A., Gellman L., Pinard B., Rosser J.C. Experience and visual perception in resident acquisition of laparoscopic skills. Curr. Surg. 2000;57:368–372. doi: 10.1016/s0149-7944(00)00275-0. (3, 4) [DOI] [PubMed] [Google Scholar]
- 103.Risucci D., Geiss A., Gellman L., Pinard B., Rosser J. Surgeon-specific factors in the acquisition of laparoscopic surgical skills. Am. J. Surg. 2001;181:289–293. doi: 10.1016/s0002-9610(01)00574-8. (3) [DOI] [PubMed] [Google Scholar]
- 104.Risucci D.A. Visual spatial perception and surgical competence. Am. J. Surg. 2002;184:291–295. doi: 10.1016/s0002-9610(02)00937-6. (1, 2, 3) [DOI] [PubMed] [Google Scholar]
- 105.Ritter E.M., McClusky D.A., 3rd, Gallagher A.G., Enochsson L., Smith C.D. Perceptual, visuospatial, and psychomotor abilities correlate with duration of training required on a virtual-reality flexible endoscopy simulator. Am. J. Surg. 2006;192:379–384. doi: 10.1016/j.amjsurg.2006.03.003. (3) [DOI] [PubMed] [Google Scholar]
- 106.Roach V.A., Brandt M.G., Moore C.C., Wilson T.D. Is three-dimensional videography the cutting edge of surgical skill acquisition? Anat. Sci. Educ. 2012;5:138–145. doi: 10.1002/ase.1262. (3, 4) [DOI] [PubMed] [Google Scholar]
- 107.Roach V.A., Mistry M.R., Wilson T.D. Spatial visualization ability and laparoscopic skills in novice learners: evaluating stereoscopic versus monoscopic visualizations. Anat. Sci. Educ. 2014;7:295–301. doi: 10.1002/ase.1412. (3) [DOI] [PubMed] [Google Scholar]
- 108.Romano P.E. Measuring surgical skill and proclivity in ophthalmology residency training program applicants using the American Dental Association Dental Admission (Sample) Test (DAT) Binocul. Vis. Strabismus. Q. 2002;17:143–146. (3) [PubMed] [Google Scholar]
- 109.Rosenthal R., Hamel C., Oertli D., Demartines N., Gantert W. Performance on a virtual reality angled laparoscope task correlates with spatial ability of trainees. Indian J. Surg. 2010;72:327–330. doi: 10.1007/s12262-010-0118-0. (3) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 110.Schijven M.P., Jakimowicz J.J., Carter F.J. How to select aspirant laparoscopic surgical trainees: establishing concurrent validity comparing Xitact LS500 index performance scores with standardized psychomotor aptitude test battery scores. J. Surg. Res. 2004;121:112–119. doi: 10.1016/j.jss.2004.02.005. (3) [DOI] [PubMed] [Google Scholar]
- 111.Schlickum M.K., Hedman L., Enochsson L., Kjellin A., Fellander-Tsai L. Systematic video game training in surgical novices improves performance in virtual reality endoscopic surgical simulators: a prospective randomized study. World J. Surg. 2009;33:2360–2367. doi: 10.1007/s00268-009-0151-y. (3, 4) [DOI] [PubMed] [Google Scholar]
- 112.Schlickum M., Hedman L., Enochsson L., Henningsohn L., Kjellin A., Fellander-Tsai L. Surgical simulation tasks challenge visual working memory and visual-spatial ability differently. World J. Surg. 2011;35:710–715. doi: 10.1007/s00268-011-0981-2. (3) [DOI] [PubMed] [Google Scholar]
- 113.Schlickum M., Hedman L., Fellander-Tsai L. Visual-spatial ability is more important than motivation for novices in surgical simulator training: a preliminary study. Int. J. Med. Educ. 2016;7:56–61. doi: 10.5116/ijme.56b1.1691. (3) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 114.Schueneman A.L., Pickleman J., Hesslein R., Freeark R.J. Neuropsychologic predictors of operative skill among general surgery residents. Surgery. 1984;96:288–295. (3, 4) [PubMed] [Google Scholar]
- 115.Schueneman A.L., Pickleman J., Freeark R.J. Age, gender, lateral dominance, and prediction of operative skill among general surgery residents. Surgery. 1985;98:506–515. (3, 4, 5) [PubMed] [Google Scholar]
- 116.Selber J.C., Chang E.I., Liu J., Suami H., Adelman D.M., Garvey P., Hanasono M.M., Butler C.E. Tracking the learning curve in microsurgical skill acquisition. Plast Reconstr. Surg. 2012;130:550e–557e. doi: 10.1097/PRS.0b013e318262f14a. (3, 5) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 117.Shafqat A., Ferguson E., Thanawala V., Bedforth N.M., Hardman J.G., McCahon R.A. Visuospatial ability as a predictor of novice performance in ultrasound-guided regional anesthesia. Anesthesiology. 2015;123:1188–1197. doi: 10.1097/ALN.0000000000000870. (3) [DOI] [PubMed] [Google Scholar]
- 118.Sheikh A.Y., Keehner M., Walker A., Chang P.A., Burdon T.A., Fann J.I. Individual differences in field independence influence the ability to determine accurate needle angles. J. Thorac. Cardiovasc. Surg. 2014;148:1804–1810. doi: 10.1016/j.jtcvs.2014.05.008. (3) [DOI] [PubMed] [Google Scholar]
- 119.Sidhu R.S., Tompa D., Jang R., Grober E.D., Johnston K.W., Reznick R., Hamstra S.J. Interpretation of three-dimensional structure from two-dimensional endovascular images: implications for education in vascular surgery. J. Vasc. Surg. 2004;39:1305–1311. doi: 10.1016/j.jvs.2004.02.024. (3, 4) [DOI] [PubMed] [Google Scholar]
- 120.Siska V.B., Ann L., Gunter de W., Bart N., Willy L., Marlies S., Marc M. Surgical skill: trick or trait? J. Surg. Educ. 2015;72:1247–1253. doi: 10.1016/j.jsurg.2015.05.004. (3) [DOI] [PubMed] [Google Scholar]
- 121.Smoker W.R., Berbaum K.S., Luebke N.H., Jacoby C.G. Spatial perception testing in diagnostic radiology. AJR. Am. J. Roentgenol. 1984;143:1105–1109. doi: 10.2214/ajr.143.5.1105. (3, 4) [DOI] [PubMed] [Google Scholar]
- 122.Squire L.F. Perception related to learning radiology in medical school. Radiol. Clin. North Am. 1969;7:485–497. (7) [PubMed] [Google Scholar]
- 123.Steele R.J., Walder C., Herbert M. Psychomotor testing and the ability to perform an anastomosis in junior surgical trainees. Br. J. Surg. 1992;79:1065–1067. doi: 10.1002/bjs.1800791025. (3) [DOI] [PubMed] [Google Scholar]
- 124.Stefanidis D., Korndorffer J.R., Black F.W., Dunne J.B., Sierra R., Touchard C.L., Rice D.A., Markert R.J., Kastl P.R., Scott D.J. Psychomotor testing presicts rate of skill acquisition for proficiency-based laparoscopic skills training. Surgery. 2006;140:252–262. doi: 10.1016/j.surg.2006.04.002. (3) [DOI] [PubMed] [Google Scholar]
- 125.Ström P., Hedman L., Särnå L., Kjellin A., Wredmark T., Felländer-Tsai L. Early exposure to haptic feedback enhances performance in surgical simulator training: a prospective randomized crossover study in surgical residents. Surg Endosc. 2006;20:1383–1388. doi: 10.1007/s00464-005-0545-3. (3–4) [DOI] [PubMed] [Google Scholar]
- 126.Suozzi B.A., O'Sullivan D.M., Finnegan K.T., Steinberg A.C. Can visuospatial ability predict performance and learning curves on a robotic surgery simulator? Female Pelvic. Med. Reconstr. Surg. 2013;19:214–218. doi: 10.1097/SPV.0b013e318298b364. (3) [DOI] [PubMed] [Google Scholar]
- 127.Tang C.G., Hilsinger R.L., Jr., Cruz R.M., Schloegel L.J., Byl F.M., Jr., Rasgon B.M. Manual dexterity aptitude testing: A soap carving study. JAMA Otolaryngol. - Head Neck Surg. 2014;140:243–249. doi: 10.1001/jamaoto.2013.6456. (1) [DOI] [PubMed] [Google Scholar]
- 128.Tansley P., Kakar S., Withey S., Butler P. Visuospatial and technical ability in the selection and assessment of higher surgical trainees in the London deanery. Ann. R. Coll. Surg. Engl. 2007;89:591–595. doi: 10.1308/003588407X187702. (1) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 129.Urbankova A., Engebretson S.P. The use of haptics to predict preclinic operative dentistry performance and perceptual ability. J. Dent. Educ. 2011;75:1548–1557. (1, 3) [PubMed] [Google Scholar]
- 130.Urbankova A., Eber M., Engebretson S.P. A complex haptic exercise to predict preclinical operative dentistry performance: a retrospective study. J. Dent. Educ. 2013;77:1443–1450. (3) [PubMed] [Google Scholar]
- 131.Van Herzeele I., O'Donoghue K.G.L., Aggarwal R., Vermassen F., Darzi A., Cheshire N.J.W. Visuospatial and psychomotor aptitude predicts endovascular performance of inexperienced individuals on a virtual reality simulator. J. Vasc. Surg. 2010;51:1035–1042. doi: 10.1016/j.jvs.2009.11.059. (3) [DOI] [PubMed] [Google Scholar]
- 132.Van Rij A.M., McDonald J.R., Pettigrew R.A., Putterill M.J., Reddy C.K., Wright J.J. Cusum as an aid to early assessment of the surgical trainee. Br. J. Surg. 1995;82:1500–1503. doi: 10.1002/bjs.1800821117. (3) [DOI] [PubMed] [Google Scholar]
- 133.Van Sickle K.R., McClusky D.A., 3rd, Gallagher A.G., Smith C.D. Construct validation of the ProMIS simulator using a novel laparoscopic suturing task. Surg. Endosc. 2005;19:1227–1231. doi: 10.1007/s00464-004-8274-6. (3) [DOI] [PubMed] [Google Scholar]
- 134.Wanzel K.R., Hamstra S.J., Anastakis D.J., Matsumoto E.D., Cusimano M.D. Effect of visual-spatial ability on learning of spatially-complex surgical skills. Lancet. 2002;359:230–231. doi: 10.1016/S0140-6736(02)07441-X. (3) [DOI] [PubMed] [Google Scholar]
- 135.Wanzel K.R., Hamstra S.J., Caminiti M.F., Anastakis D.J., Grober E.D., Reznick R.K. Visual-spatial ability correlates with efficiency of hand motion and successful surgical performance. Surgery. 2003;134:750–757. doi: 10.1016/s0039-6060(03)00248-4. (3, 4) [DOI] [PubMed] [Google Scholar]
- 136.Westman B., Ritter E.M., Kjellin A. Visuospatial abilities correlate with performance of senior endoscopy specialist in simulated colonoscopy. J. Gastrointest. Surg. Off. J. Soc. Surg. Aliment. Tract. 2006;10:593–599. doi: 10.1016/j.gassur.2005.08.014. (3) [DOI] [PubMed] [Google Scholar]

