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. 2023 Oct 18;25:e49385. doi: 10.2196/49385

Table 1.

Evaluation of perceptions on ChatGPT-assisted training in biomedical informatics. Values for items other than age represent scores on a 5-point Likert scale (from 1=strongly agree to 5=strongly disagree).

Item Men, mean (SD) P value Women, mean (SD) P value All P valuea

Undergraduates (n=41) Graduates (n=21)
Undergraduates (n=47) Graduates (n=43)


Age (years) 20.1 (1.27) 28.4 (6.68) <.001 20.1 (1.42) 27.5 (7.13) <.001 23.3 (5.98) .12
Q1: I believe that using ChatGPT to assist with training will allow me to gain more knowledge than traditional training approaches. 3.66 (0.825) 4.48 (0.602) <.001 3.74 (0.765) 4.09 (0.684) .03 3.92 (0.785) .85
Q2: I believe that using ChatGPT to assist training will help me understand the code content better than traditional training approaches. 3.61 (0.862) 4.10 (0.768) .03 3.60 (0.771) 3.98 (0.707) .02 3.78 (0.799) .98
Q3: In comparison to traditional training approaches, I believe that using ChatGPT to assist training will make it easier for me to write the analysis programming I want. 3.61 (0.891) 4.14 (0.910) .03 3.68 (0.726) 4.00 (0.756) .04 3.82 (0.825) .75
Q4: I believe that using ChatGPT-assisted training will increase my desire to do independent training more than traditional training methods. 3.59 (0.974) 4.24 (0.995) .02 3.43 (0.827) 3.95 (1.05) .009 3.73 (0.990) .43
Q5: I believe that using ChatGPT to assist training will increase my motivation to train when compared to traditional training approaches. 3.51 (0.925) 4.14 (0.964) .02 3.43 (0.773) 4.09 (0.840) <.001 3.74 (0.912) .90
Q6: I believe that using ChatGPT to assist with training will help me better understand the complex and difficult parts of training material than traditional training approaches. 3.51 (1.00) 4.14 (0.910) .02 3.47 (0.776) 3.81 (0.906) .05 3.67 (0.919) .54
Q7: I believe that using ChatGPT-assisted training will increase my motivation to practice more when compared to traditional training approaches. 3.63 (0.915) 4.33 (0.856) .005 3.57 (0.903) 3.95 (0.844) .04 3.80 (0.914) .45
Q8: I believe that using ChatGPT-assisted training will benefit my motivation and comprehension of preview training materials more than traditional training approaches. 3.59 (0.865) 4.33 (0.856) .002 3.49 (0.906) 4.02 (0.801) .004 3.78 (0.906) .53
Q9: I believe that by using ChatGPT-assisted training rather than traditional training approaches, I will be more confident in my ability to gain the knowledge and skills being taught. 3.59 (0.999) 4.38 (0.865) .003 3.57 (0.801) 3.86 (0.774) .09 3.77 (0.895) .33
Q10: I believe that by using ChatGPT-assisted training rather than traditional training approaches, I am more confident in my ability to learn programming grammar and data analysis. 3.54 (0.897) 4.38 (0.865) <.001 3.47 (0.856) 3.91 (0.781) .01 3.74 (0.897) .33
Q11: I believe that using ChatGPT-assisted training is more satisfying than traditional training approaches. 3.51 (0.925) 4.10 (0.700) .02 3.51 (0.882) 3.91 (0.718) .02 3.70 (0.852) .95
Q12: I believe that the information provided by ChatGPT-assisted training meets and exceeds my expectations. 3.63 (0.994) 4.05 (0.805) 0.1 3.64 (0.792) 4.07 (0.704) .008 3.82 (0.849) .62

aThis represents a test of the difference in each item between men and women.