Residency Application Selection Committee Discriminatory Ability in Identifying Artificial Intelligence-Generated Personal Statements
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作者:
Koleilat, Issam
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机构:
RWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USA
RWJ Barnabas Hlth, Dept Surg, 67 Route 37 West,Riverwood 1,Suite 200B, Toms River, NJ 08755 USARWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USA
Koleilat, Issam
[1
,3
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Bongu, Advaith
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机构:
Univ Med & Dent New Jersey, Dept Surg, New Brunswick, NJ USARWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USA
Bongu, Advaith
[2
]
Chang, Sumy
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机构:
RWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USARWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USA
Chang, Sumy
[1
]
Nieman, Dylan
论文数: 0引用数: 0
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机构:
Univ Med & Dent New Jersey, Dept Surg, New Brunswick, NJ USARWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USA
Nieman, Dylan
[2
]
Priolo, Steven
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RWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USARWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USA
Priolo, Steven
[1
]
Patel, Nell Maloney
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机构:
Univ Med & Dent New Jersey, Dept Surg, New Brunswick, NJ USARWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USA
Patel, Nell Maloney
[2
]
机构:
[1] RWJ Barnabas Hlth, Community Med Ctr, Dept Surg, Toms River, NJ USA
[2] Univ Med & Dent New Jersey, Dept Surg, New Brunswick, NJ USA
[3] RWJ Barnabas Hlth, Dept Surg, 67 Route 37 West,Riverwood 1,Suite 200B, Toms River, NJ 08755 USA
Personal statement;
Artificial intelligence;
Residency application;
D O I:
10.1016/j.jsurg.2024.02.009
中图分类号:
G40 [教育学];
学科分类号:
040101 ;
120403 ;
摘要:
OBJECTIVE: Advances in artificial intelligence (AI) have given rise to sophisticated algorithms capable of generating human -like text. The goal of this study was to evaluate the ability of human reviewers to reliably differentiate personal statements (PS) written by human authors from those generated by AI software. SETTING: Four personal statements from the archives of two surgical program directors were de -identified and used as the human samples. Two AI platforms were used to generate nine additional PS. PARTICIPANTS: Four surgeons from the residency selection committees of two surgical residency programs of a large multihospital system served as blinded reviewers. AI was also asked to evaluate each PS sample for authorship. DESIGN: Sensitivity, specificity and accuracy of the reviewers in identifying the PS author were calculated. Kappa statistic for correlation between the hypothesized author and the true author were calculated. Inter -rater reliability was calculated using the kappa statistic with Light's modification given more than two reviewers in a fully -crossed design. Logistic regression was performed with to model the impact of perceived creativity, writing quality, and authorship or the likelihood of offering an interview. RESULTS: Human reviewer sensitivity for identifying an AI -generated PS was 0.87 with specificity of 0.37 and overall accuracy of 0.55. The level of agreement by kappa statistic of the reviewer estimate of authorship and the true authorship was 0.19 (slight agreement). The reviewers themselves had an inter -rater reliability of 0.067 (poor), with only complete agreement (four out of four reviewers) on two PS, both authored by humans. The odds ratio of offering an interview (compared to a composite of "backup" status or no interview) to a perceived human author was 7 times that of a perceived AI author (95% confidence interval 1.5276 to 32.0758, p=0.0144). AI hypothesized human authorship for twelve of the PS, with the last one "unsure." CONCLUSIONS: The increasing pervasiveness of AI will have far-reaching effects including on the resident application and recruitment process. Identifying AI -generated personal statements is exceedingly difficult. With the decreasing availability of objective data to assess applicants, a review and potential restructuring of the approach to resident recruitment may be warranted. ( J Surg Ed 81:780 - 785. (c) 2024 Association of Program Directors in Surgery. Published by Elsevier Inc. All rights reserved.)
机构:
Mayo Clin, Program Phys Therapy, Dept Phys Med & Rehabil, Sch Hlth Sci,Coll Med & Sci, Rochester, MN 55905 USAMayo Clin, Program Phys Therapy, Dept Phys Med & Rehabil, Sch Hlth Sci,Coll Med & Sci, Rochester, MN 55905 USA
Hollman, John H.
Cloud-Biebl, Beth A.
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机构:
Mayo Clin, Program Phys Therapy, Dept Phys Med & Rehabil, Sch Hlth Sci,Coll Med & Sci, Rochester, MN 55905 USAMayo Clin, Program Phys Therapy, Dept Phys Med & Rehabil, Sch Hlth Sci,Coll Med & Sci, Rochester, MN 55905 USA
Cloud-Biebl, Beth A.
Krause, David A.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Program Phys Therapy, Dept Phys Med & Rehabil, Sch Hlth Sci,Coll Med & Sci, Rochester, MN 55905 USAMayo Clin, Program Phys Therapy, Dept Phys Med & Rehabil, Sch Hlth Sci,Coll Med & Sci, Rochester, MN 55905 USA
Krause, David A.
Calley, Darren Q.
论文数: 0引用数: 0
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机构:
Mayo Clin, Program Phys Therapy, Dept Phys Med & Rehabil, Sch Hlth Sci,Coll Med & Sci, Rochester, MN 55905 USAMayo Clin, Program Phys Therapy, Dept Phys Med & Rehabil, Sch Hlth Sci,Coll Med & Sci, Rochester, MN 55905 USA
机构:
McMaster Univ, Fac Hlth Sci, Michael G DeGroote Sch Med, Hamilton, ON, CanadaMcMaster Univ, Fac Hlth Sci, Michael G DeGroote Sch Med, Hamilton, ON, Canada
Chen, Jeffrey
Tao, Brendan K.
论文数: 0引用数: 0
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机构:
Univ British Columbia, Fac Med, Vancouver, BC, CanadaMcMaster Univ, Fac Hlth Sci, Michael G DeGroote Sch Med, Hamilton, ON, Canada
Tao, Brendan K.
Park, Shihyun
论文数: 0引用数: 0
h-index: 0
机构:
Univ Waterloo, Sch Pharm, Kitchener, ON, CanadaMcMaster Univ, Fac Hlth Sci, Michael G DeGroote Sch Med, Hamilton, ON, Canada
Park, Shihyun
Bovill, Esta
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机构:
Univ British Columbia, Div Plast Surg, Vancouver, BC, CanadaMcMaster Univ, Fac Hlth Sci, Michael G DeGroote Sch Med, Hamilton, ON, Canada
机构:
West Virginia Univ, Dept Anesthesiol, Morgantown, WV USA
West Virginia Univ, Dept Anesthesiol, POB 8255,1 Med Ctr Dr, Morgantown, WV 26506 USAWest Virginia Univ, Dept Anesthesiol, Morgantown, WV USA
Johnstone, Robert E.
Neely, Grant
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机构:
West Virginia Univ, Dept Anesthesiol, Morgantown, WV USAWest Virginia Univ, Dept Anesthesiol, Morgantown, WV USA
Neely, Grant
Sizemore, Daniel C.
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West Virginia Univ, Dept Anesthesiol, Morgantown, WV USAWest Virginia Univ, Dept Anesthesiol, Morgantown, WV USA