Literature DB >> 25223737

Prediction of intended career choice in family medicine using artificial neural networks.

Marija Petek Šter1, Igor Švab, Branko Šter.   

Abstract

BACKGROUND: Due to the importance of family medicine and a relative shortage of doctors in this discipline, it is important to know how the decision to choose a career in this field is made.
OBJECTIVE: Since this decision is closely linked to students' attitudes towards family medicine, we were interested in identifying those attitudes that predict intended career choice in family medicine.
METHODS: A cross-sectional study was performed among 316 final-year medical students of the Ljubljana Medical Faculty in Slovenia. The students filled out a 164-item questionnaire, developed based on the European definition of family medicine and the EURACT Educational Agenda, using a seven-point Likert scale containing attitudes towards family medicine. The students also recorded their interest in family medicine on a five-point Likert scale. Attitudes were selected using a feature selection procedure with artificial neural networks that best differentiated between students who are likely and students who are unlikely to become family physicians.
RESULTS: Thirty-one out of 164 attitudes predict a career in family medicine, with a classification accuracy of at least 85%. Predictors of intended career choice in family medicine are related to three categories: understanding of the discipline, working in a coherent health care system and person-centredness. The most important predictor is an appreciation of a long-term doctor-patient relationship.
CONCLUSION: Students whose intended career choice is family medicine differ from other students in having more positive attitudes towards family physicians' competences and towards characteristics of family medicine and primary care.

Entities:  

Keywords:  Medical students; artificial neural networks; attitudes; family medicine; intended career choice

Mesh:

Year:  2014        PMID: 25223737     DOI: 10.3109/13814788.2014.933314

Source DB:  PubMed          Journal:  Eur J Gen Pract        ISSN: 1381-4788            Impact factor:   1.904


  3 in total

1.  Medical students' perceptions of a career in family medicine.

Authors:  Sody Naimer; Yan Press; Charles Weissman; Rachel Yaffa Zisk-Rony; Yoram G Weiss; Howard Tandeter
Journal:  Isr J Health Policy Res       Date:  2018-02-12

2.  Intended Career Choice in Family Medicine in Slovenia: An Issue of Gender, Family Background or Empathic Attitudes in Final Year Medical Students?

Authors:  Marija Petek Ster; Polona Selic
Journal:  Mater Sociomed       Date:  2017-06

3.  How can we change medical students' perceptions of a career in family medicine? Marketing or substance?

Authors:  Amnon Lahad; Andrew Bazemore; Davorina Petek; William R Phillips; Dan Merenstein
Journal:  Isr J Health Policy Res       Date:  2018-08-25
  3 in total

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