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

Table 3. Comparative analysis of artificial intelligence (AI) perceptions among medical students by gender, familiarity with technology, and academic cycle.

Question and response Gender, n (%)a P value Familiarity with technology, n (%)a P value Academic cycle, n (%)a P value
Male (n=217) Female (n=363) Knowledgeable (n=248) Not knowledgeable (n=305) First (n=213) Second (n=228) Third (n=139)
I perceive AI in medicine as a partner rather than a competitor. .94 .67 .14
 Yes 180 (37.3)
302 (62.7) 208 (43.2) 247 (56.8) 172 (35.7)

187 (38.8) 123 (25.5)
 No 37 (37.8)
61 (62.2) 40 (40.8) 58 (59.2) 41 (41.8)

41 (41.8) 16 (16.3)
AI will revolutionize medicine in general. .02b <.001 .002
 Yes 173 (35.5)
315 (64.5) 228 (46.7) 260 (53.3) 173 (35.5)

185 (37.9) 130 (26.6)
 No 44 (47.8)
48 (52.2) 20 (21.7) 72 (78.3) 40 (43.5)

43 (46.7) 9 (9.8)
Noninterventional physicians will be replaced within a decade by AI. .99 .72 .006
 Yes 85 (37.4)
142 (62.6) 95 (41.9) 132 (58.1) 101 (44.5)

82 (36.1) 44 (19.4)
 No 132 (37.4) 221 (62.6) 153 (43.3)
200 (56.7) 112 (31.7)

146 (41.4) 95 (26.9)
AI will render human physicians obsolete. .04 .03 .16
 Yes 51 (45.9)
60 (54.1) 37 (33.3) 74 (66.7) 43 (38.7)

49 (44.1) 19 (17.1)
 No 166 (35.4)
303 (64.6) 211 (45.0) 258 (55.0) 170 (36.2)

179 (38.2) 120 (25.6)
AI developments frighten me. .56 .005 <.001
 Yes 98 (36.2) 173 (63.8) 99 (36.5)
172 (63.5) 121 (44.6)

(96 (35.4) 54 (19.9)
 No 119 (38.5) 190 (61.5) 149 (48.2) 160 (51.8) 92 (29.8)

132 (42.7) 85 (27.5)
AI developments make medicine more exciting for me. .31 <.001 .005
 Yes 112 (35.6)
203 (64.4) 177 (56.2) 138 (43.8) 111 (35.2)

112 (35.6) 92 (29.2)
 No 105 (39.6)
160 (60.4) 71 (26.8) 194 (73.2) 102 (38.5)

116 (43.8) 47 (17.7)
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).