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. 2025 Sep 19;9:e66156. doi: 10.2196/66156

Table 5. Influence of artificial intelligence (AI) on students’ perceptions and specialty choices by gender, technology familiarity, and academic cycle.

Question and response By gender, n (%)a P value By academic cycle, n (%)a P value By familiarity with technology, n (%)a P value
Female (n=363) Male (n=217) First (n=213) Second (n=228) Third (n=139) Knowledgeable (n=248) Not knowledgeable (n=332)
Certain specialties will be replaced by AI. .16 .23 .35
 Yes 199 (60.1) 132 (39.9) 126 (38.1)

129 (39.0) 76 (23.0) 136 (41.1)
195 (58.9)
 No 164 (65.9) 85 (34.1) 87 (34.9)

99 (39.8) 63 (25.3) 112 (45.0) 137 (55.0)
I might not choose a specialty like radiology because of AI. .82 <.001 b <.001
 Yes 206 (63.0)
121 (37.0) 138 (42.2)

128 (39.1) 61 (18.7) 119 (48.0) 208 (62.7)
 No 157 (62.1)
96 (37.9) 75 (29.6)

100 (39.5) 78 (30.8) 129 (52.0) 124 (37.3)
a

Percentages are calculated based on the total number in each row per category.

b

Italicized values indicate statistically significant differences between subgroups based on the corresponding P values (<.05).