Does Medical School Training Relate to Practice? Evidence from Big Data

被引:23
|
作者
Feldman, Keith [1 ]
Chawla, Nitesh V. [1 ]
机构
[1] Univ Notre Dame, Dept Comp Sci & Engn, iCeNSA, Notre Dame, IN 46556 USA
基金
美国国家科学基金会;
关键词
big data analytics; data acquisition and cleaning; data mining; STUDENTS; COHORT;
D O I
10.1089/big.2014.0060
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
On April 2nd, 2014, the Department of Health and Human Services (HHS) announced a historic policy in its effort to increase the transparency in the American healthcare system. The Center for Medicare and Medicaid Service (CMS) would publicly release a dataset containing information about the types of Medicare services, requested charges, and payments issued by providers across the country. In its release, HHS stated that the data would shed light on Medicare fraud, waste, and abuse. While this is most certainly true, we believe that it can provide so much more. Beyond the purely financial aspects of procedure charges and payments, the procedures themselves may provide us with additional information, not only about the Medicare population, but also about the physicians themselves. The procedures a physician performs are for the most part not novel, but rather recommended, observed, and studied. However, whether a physician decides on advocating a procedure is somewhat discretionary. Some patients require a clear course of action, while others may benefit from a variety of options. This article poses the following question: How does a physician's past experience in medical school shape his or her practicing decisions? This article aims to open the analysis into how data, such as the CMS Medicare release, can help further our understanding of knowledge transfer and how experiences during education can shape a physician's decision's over the course of his or her career. This work begins with an evaluation into similarities between medical school charges, procedures, and payments. It then details how schools' procedure choices may link them in other, more interesting ways. Finally, the article includes a geographic analysis of how medical school procedure payments and charges are distributed nationally, highlighting potential deviations.
引用
收藏
页码:103 / 113
页数:11
相关论文
共 50 条
  • [11] From principles to practice: embedding clinical reasoning as a longitudinal curriculum theme in a medical school programme
    Singh, Mini
    Collins, Lisa
    Farrington, Rebecca
    Jones, Matthew
    Thampy, Harish
    Watson, Pippa
    Warner, Christian
    Wilson, Kurt
    Grundy, Jessica
    DIAGNOSIS, 2022, 9 (02) : 184 - 194
  • [12] Studying the relationship between anxiety and school achievement: evidence from PISA data
    D'Agostino, Antonella
    Schirripa Spagnolo, Francesco
    Salvati, Nicola
    STATISTICAL METHODS AND APPLICATIONS, 2022, 31 (01) : 1 - 20
  • [13] Big Data Analytics and Exports-Evidence for Manufacturing Firms from 27 EU Countries
    Wagner, Joachim
    OPEN ECONOMIES REVIEW, 2024,
  • [14] Exploring big data-driven innovation in the manufacturing sector: evidence from UK firms
    Babu, Mujahid Mohiuddin
    Rahman, Mahfuzur
    Alam, Ashraful
    Dey, Bidit Lal
    ANNALS OF OPERATIONS RESEARCH, 2024, 333 (2-3) : 689 - 716
  • [15] Multisensory experience for enhancing hotel guest experience Empirical evidence from big data analytics
    Lee, Minwoo
    Lee, Seonjeong
    Koh, Yoon
    INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT, 2019, 31 (11) : 4313 - 4337
  • [16] Do Companies Adopt Big Data as Determinants of Sustainability: Evidence from Manufacturing Companies in Jordan
    Jum’a L.
    Ikram M.
    Alkalha Z.
    Alaraj M.
    Global Journal of Flexible Systems Management, 2022, 23 (4) : 479 - 494
  • [17] Big Data, Analytic Culture and Analytic-Based Decision Making - Evidence from Australia
    Thirathon, Usarat
    Wieder, Bernhard
    Matolcsy, Zoltan
    Ossimitz, Maria-Luise
    CENTERIS 2017 - INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS / PROJMAN 2017 - INTERNATIONAL CONFERENCE ON PROJECT MANAGEMENT / HCIST 2017 - INTERNATIONAL CONFERENCE ON HEALTH AND SOCIAL CARE INFORMATION SYSTEMS AND TECHNOLOGIES, CENTERI, 2017, 121 : 775 - 783
  • [18] Exploring big data-driven innovation in the manufacturing sector: evidence from UK firms
    Mujahid Mohiuddin Babu
    Mahfuzur Rahman
    Ashraful Alam
    Bidit Lal Dey
    Annals of Operations Research, 2024, 333 : 689 - 716
  • [19] The Early Bird Gets the Work: Maintaining a Longitudinal Learner Portfolio From Medical School to Physician Practice
    Kanfi, Alisa
    Faykus, Mason W.
    Tobler, Juliana
    Dallaghan, Gary L. Beck
    England, Eric
    Jordan, Sheryl G.
    ACADEMIC RADIOLOGY, 2022, 29 (04) : 569 - 575
  • [20] Does authentic assessment assure academic integrity? Evidence from contract cheating data
    Ellis, Cath
    van Haeringen, Karen
    Harper, Rowena
    Bretag, Tracey
    Zucker, Ian
    McBride, Scott
    Rozenberg, Pearl
    Newton, Phil
    Saddiqui, Sonia
    HIGHER EDUCATION RESEARCH & DEVELOPMENT, 2020, 39 (03) : 454 - 469