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. 2024 Dec 18;24:1474. doi: 10.1186/s12909-024-06495-8

Table 3.

Exploratory factor analysis results: Factor loadings of 47 attributes

Attributes Factor
1 2 3 4 5 6 7 8 9 10
Enthusiasm 0.822
Activeness 0.802
Spirit of challenge 0.704
Interest in new technology and knowledge 0.551
Scientific & logical thinking − 0.858
Critical thinking − 0.826
Intellectual curiosity − 0.792
Inquisitive mind − 0.780
Integrative thinking − 0.748
Comprehension − 0.748
Creativity − 0.692
Problem-solving skills − 0.471
Ethical awareness 0.729
Consideration & respect 0.727
Altruism 0.723
Empathy 0.695
Honesty 0.667
Humility 0.600
Professional integrity 0.782
Responsibility work/care 0.694
Professional responsibility 0.678
Social accountability 0.502
Social skills − 0.804
Collaboration − 0.784
Oral communication skill − 0.686
Sense of community − 0.535
Flexible thinking − 0.513
Sense of humor − 0.411
Diligence 0.806
Perseverance 0.584
Concentration 0.463
Adaptability 0.772
Confidence 0.762
Resilience 0.689
Self-management skill 0.617
Psychological stability 0.470
Lifelong learning − 0.787
Self-directed learning − 0.741
Manual dexterity 0.761
Physical endurance 0.746
Memory retention 0.711
Trustworthy appearance 0.687
Agility 0.553
Leadership 0.582
Foreign language ability 0.573
Humanistic insight 0.537
Entrepreneurship 0.493
Eigenvalue 14.65 3.37 2.71 1.80 1.56 1.40 1.30 1.23 1.09 1.03
Variance explained 31.18 7.17 5.77 3.83 3.32 2.98 2.76 2.61 2.31 2.20
Variance explained cum 31.18 38.35 44.12 47.95 51.27 54.26 57.01 59.63 61.94 64.13
Cronbach’s α 0.83 0.88 0.78 0.73 0.75 0.68 0.79 0.73 0.78 0.75