Department of Dermatology, Northwestern University Feinberg School of Medicine, Chicago, Ill; Medical Education Clinical Scholars Program, Northwestern University Feinberg School of Medicine, Chicago, Ill.
Northwestern University Feinberg School of Medicine, Chicago, Ill.
Am J Med. 2018 Sep;131(9):1130-1134.e6. doi: 10.1016/j.amjmed.2018.05.019. Epub 2018 Aug 1.
Residency applicants often use social media to discuss the positive and negative features of prospective training programs. An examination of the content discussed by applicants could provide guidance for how a medical education faculty can better engage with prospective trainees and adapt to meet the educational expectations of a new generation of digital-native physicians.
The objective was to identify unstructured social media data submitted by residency applicants and categorize positive and negative statements to determine key themes.
The study design was qualitative analysis of a retrospective cohort.
Publicly available datasets were used.
The participants were anonymized medical trainees applying to residency training positions in 9 specialties-dermatology, general surgery, internal medicine, obstetrics/gynecology, plastic surgery, otolaryngology, physical medicine and rehabilitation, pediatrics, and radiology-from 2007 to 2017.
After we developed a standardized coding scheme that broke comments down into major features, themes, and subthemes, all unstructured comments were coded by two independent researchers. Positive and negative comments were coded separately. Frequency counts and percentages were recorded for each identified feature, theme, and subtheme. The percent positive and negative comments by specialty were also calculated.
Of the 6314 comments identified, 4541 were positive and 1773 were negative. Institution was the most commonly cited major feature in both the positive (n = 767 [17%]) and negative (n = 827 [47%]) comments. Geography was the most cited theme, and City, Cost of Living, and Commute were commonly cited subthemes. Training was the next most cited major feature in both positive (n = 1005 [22%]) and negative (n = 291 [16%]) comments, with Clinical Training being more commonly cited compared to Research Opportunities. Overall, 72% of comments from all were positive; however, the percent of comments that were positive comments varied significantly across the 9 specialties. Pediatrics (65%), dermatology (66%), and internal medicine (68%) applicants were more likely to express negative comments compared with the global average, but physical medicine and rehabilitation (85%), radiology (82%), otolaryngology (81%), and plastic surgery (80%) applicants were more likely to express positive comments.
This qualitative analysis of positive and negative themes as posted by applicants in recent matching years is the first and provides new detailed insights into the motivations and desires of trainees.
住院医师申请人经常使用社交媒体讨论潜在培训计划的优缺点。对申请人讨论的内容进行检查,可以为医学教育教师提供指导,帮助他们更好地与潜在学员接触,并适应新一代数字原生医师的教育期望。
本研究旨在确定住院医师申请人提交的非结构化社交媒体数据,并对正面和负面陈述进行分类,以确定关键主题。
研究设计为回顾性队列的定性分析。
使用公开可用的数据集。
参与者为 2007 年至 2017 年申请皮肤科、普通外科、内科、妇产科/妇科、整形外科学、耳鼻喉科、物理医学与康复、儿科学和放射学 9 个专业住院医师培训职位的匿名医学受训人员。
在制定了一个将评论细分为主要特征、主题和子主题的标准化编码方案后,由两名独立研究人员对所有非结构化评论进行编码。分别对正面和负面评论进行编码。记录每个识别特征、主题和子主题的出现频率和百分比。还计算了按专业划分的正面和负面评论的百分比。
在确定的 6314 条评论中,4541 条为正面评论,1773 条为负面评论。机构是正面(n=767[17%])和负面(n=827[47%])评论中最常被引用的主要特征。地理是最常被引用的主题,城市、生活成本和通勤是常见的子主题。培训是正面(n=1005[22%])和负面(n=291[16%])评论中引用的下一个最常见的主要特征,与研究机会相比,临床培训更为常见。总体而言,所有评论中有 72%为正面;然而,9 个专业中表达正面评论的比例存在显著差异。儿科学(65%)、皮肤科(66%)和内科(68%)申请人比全球平均水平更有可能表达负面评论,但物理医学与康复(85%)、放射学(82%)、耳鼻喉科(81%)和整形外科学(80%)申请人更有可能表达正面评论。
这是对最近匹配年份申请人发布的正面和负面主题的定性分析,是首次分析,提供了对学员动机和愿望的新的详细见解。