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Cheng CP, Vasan V, Patel AM, Shekane PR. Sentiment analysis of letters of recommendation for a U.S. pain medicine fellowship from 2020 to 2023. Pain Pract 2024. [PMID: 39364730 DOI: 10.1111/papr.13416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/05/2024]
Abstract
OBJECTIVES Letters of recommendation (LORs) are an important part of pain medicine fellowship applications that may be subject to implicit bias by the letter's author. This study evaluated letters of recommendation for applications to pain medicine fellowships in the United States to characterize biases and differences among applicants over four application cycles. METHODS This was a retrospective single-site cohort study. De-identified LORs were collected from 2020 to 2023 from one institution. The Valence Aware Dictionary and sEntiment Reasoner (VADER) natural language processing package scored positive LOR sentiment. In addition, the deep learning tool, Empath, scored LORs for 15 sentiments. Wilcoxon rank-sum and one-way ANOVA tests compared scores between applicant demographics: gender, race, medical school type, residency specialty, and chief resident status, as well as letter writers' academic position. RESULTS Nine hundred and sixty-four applications were studied over four application cycles. Program directors wrote fewer words (p = 0.020) and less positively (p < 0.001) compared to department chairs and letter writers with neither position. Department chairs wrote with less "negative emotion" compared to both program directors and writers with neither position (p < 0.001). Anesthesiologist applicants received more letters highlighting "achievement" (p < 0.001) while PM&R applicants submitted letters with less "negative emotion" (p < 0.001) compared to other specialties. Chief residents' letters scored higher in "leader" sentiment (p < 0.001) and lower in "negative emotion" (p < 0.001). DISCUSSION Linguistic content did not favor certain genders or races over others. However, disparities in LORs do exist depending on an applicant's specialty and chief resident status, as well as the academic status of the letter writer.
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Affiliation(s)
- Christopher P Cheng
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Vikram Vasan
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Alopi M Patel
- Department of Anesthesiology, Rutgers-Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA
| | - Paul R Shekane
- Department of Anesthesiology, Icahn School of Medicine at Mount Sinai West and Mount Sinai Morningside, New York, New York, USA
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Sohail AH, Ye IB, Martinez KA, Campos MA, Sohail S, Williams CE, Khan MS, Bhatti U, Hakmi H, Akhtar A, Quazi MA, Sheikh AB, Goyal A, Khan A. Colon and Rectal Surgery Fellowship Applicant and Matching Trends in the United States: An Analysis of National Resident Matching Program Data. Am Surg 2024; 90:985-990. [PMID: 38054447 DOI: 10.1177/00031348231220574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2023]
Abstract
BACKGROUND Colon and Rectal Surgery fellowships are training programs that aim to train surgeons in the management of small bowel, colon, rectal, and anal pathologies. OBJECTIVE We investigated trends in Colon and Rectal Surgery fellowship match to help applicants anticipate future fellowship application cycles. DESIGN This was a retrospective cohort study of applicants in the Colon and Rectal Surgery match from 2009 to 2023. Proportion of positions filled, match rates, and rank-order lists were collected. The impact of US-MD, non-US-MD, and DO status on match rate was assessed. We used the Mann Kendall trend test to obtain tau statistic and P-value for temporal trends over time, while associations between categorical variables were investigated by a chi-square test. RESULTS Fellowship programs increased from 43 to 67, positions increased from 78 to 110, and number of applicants rose from 113 to 135. Nearly all positions were filled from 2009 to 2023 (range: 96.3%-100%). The overall match rate fluctuated between 67.3% and 80.7%. The match rate over the past 5 years was 72.0%. The match rate for US-MDs was 80.0%, while non-US-MDs had a 56.2% match rate. The percentage matching at each rank were first choice 28.0%, second choice 10.4%, third choice 6.9%, and fourth choice or lower 23.5%. CONCLUSION Despite an increase in Colon and Rectal Surgery fellowship positions, the overall match rate has not changed significantly over the years, mainly as a result of increased applicants.
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Affiliation(s)
- Amir H Sohail
- Department of Surgery, NYU Langone Health, New York, NY, USA
| | - Ivan B Ye
- Department of Surgery, NYU Langone Health, New York, NY, USA
| | - Kevin A Martinez
- University of New Mexico School of Medicine, Albuquerque, NM, USA
| | - Marco A Campos
- University of New Mexico School of Medicine, Albuquerque, NM, USA
| | | | | | - Muhammad Salman Khan
- Department of Diagnostic and Interventioanl Imaging, The University of Texas Health Sciences Center, Houston, TX, USA
| | - Umar Bhatti
- Department of Surgery, NYU Langone Health, New York, NY, USA
| | - Hazim Hakmi
- Department of Surgery, NYU Langone Health, New York, NY, USA
| | - Aisha Akhtar
- Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Mohammed A Quazi
- University of New Mexico School of Medicine, Albuquerque, NM, USA
- Arizona Advanced Surgery, Scottsdale, AZ, USA
| | | | - Aman Goyal
- Vanderbilt University Medical Center, Nashville,TN, USA
| | - Aimal Khan
- Department of Internal Medicine, Seth GS Medical College and KEM Hospital, Mumbai, India
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Sohail AH, Ye IB, Oberoi M, Martinez KA, Sheikh AB, Cohen K, Bhatti U, Joseph DK. Trends in Surgical Critical Care Fellowship Match: An Analysis of National Resident Matching Program Data. JOURNAL OF SURGICAL EDUCATION 2024; 81:382-387. [PMID: 38296724 DOI: 10.1016/j.jsurg.2023.11.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 10/17/2023] [Accepted: 11/04/2023] [Indexed: 02/02/2024]
Abstract
INTRODUCTION Surgical Critical Care (SCC) fellowship applications are made through March-July the year prior to the fellowship, while the match process takes place through the National Resident Matching Program (NRMP). There is paucity of high quality data on matching trends in SCC fellowship in the United States. METHODS We conducted a retrospective cohort study of all applicants in the SCC match over a period of fifteen years (2009-2023). Publicly published data about the SCC fellowship match were retrieved from the NRMP online portal. Mann Kendall trend test was used to obtain a Tau statistic and p-values for temporal trends over time. Chi-square test was used to investigate association between categorical variables. RESULTS From 2009 to 2023, the number of SCC fellowship positions increased from 143 to 340 (138% increase) while the number of applicants rose from 95 to 289 (204% increase). The overall match rate for applicants significantly rose from 89.5% to 93.4% (7.7% increase; t = 0.600, p = 0.002). The percentage of positions filled also increased from 59.4% in 2009 to 79.4% in 2023. The match rate over the past five years (2019-2023) was 90.8%. US-MD applicants had a significantly higher 94.8% match rate throughout the study period than non-US MD applicants (94.8% vs. 87.3%, p<0.001). While the match rate for US-MD applicants has stayed consistent from 2009 to 2023 (τ = 0.371, p = 0.054), the match rate for non-US-MD applicants increased from 77.3% in 2009 to 86.9% in 2023 (τ = 0.771, p<0.001). CONCLUSION SCC fellowship continues to grow with more positions and applicants. Match rates into SCC fellowships have increased over the past fifteen years, primarily helping non-US MDs match successfully.
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Affiliation(s)
- Amir H Sohail
- Department of Surgery, NYU Langone Health, Mineola, New York
| | - Ivan B Ye
- Department of Surgery, NYU Langone Health, Mineola, New York
| | - Meher Oberoi
- Department of Surgery, NYU Langone Health, Mineola, New York
| | - Kevin A Martinez
- University of New Mexico School of Medicine, Albuquerque, New Mexico
| | - Abu Baker Sheikh
- Department of Internal Medicine, University of New Mexico, Albuquerque, New Mexico
| | - Koral Cohen
- NYU Long Island School of Medicine, Mineola, New York
| | - Umar Bhatti
- Cedars-Sinai Medical Center, Los Angeles, California
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Schenarts PJ, Panwar A, Mukkai Krishnamurty D, Nandipati K. A Primer on General Surgery Applicants Who Have Graduated From Indian Medical Schools. Am Surg 2023:31348221148360. [PMID: 36609170 DOI: 10.1177/00031348221148360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Background: Graduates of Indian medical schools account for the greatest proportion of non-US born international medical graduates applying to general surgery residency programs.Purpose: Provide information to facilitate fair and holistic review of applicants from Indian medical schools.Research Design: Comprehensive review of the Indian medical education system, including history, regulatory agencies, medical school admission, curriculum, cultural differences, immigration issues, and outcomes after residency.Results: The Indian medical education system is one of the world's oldest. The number of medical schools and graduates continues to increase. Medical school admission criteria are variable. Recent regulatory changes have improved the quality of applicants entering the US. Emphasis on academic performance over volunteerism as well as communication styles differ from US graduates. The success of graduates during and after residency is well documented.Conclusions: Understanding the differences in the US and Indian medical education systems will provide a basis for the fair evaluation of applicants.
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Affiliation(s)
- Paul J Schenarts
- Department of Surgery, School of Medicine, 12282Creighton University, Omaha, NE, USA
| | - Aru Panwar
- Department of Surgery, School of Medicine, 12282Creighton University, Omaha, NE, USA
| | | | - Kalyana Nandipati
- Department of Surgery, School of Medicine, 12282Creighton University, Omaha, NE, USA
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