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Record W3101765778 · doi:10.25282/ted.685039

From Medical School Application to Being Family Physician: Education And Career Journey of Medical Students

2020· article· en· W3101765778 on OpenAlexaboutno aff
Işıl İrem Budakoğlu, Yavuz Selim Kıyak, Özlem Çoşkun

Bibliographic record

VenueTıp Eğitimi Dünyası · 2020
Typearticle
Languageen
FieldMedicine
TopicMedical Education and Admissions
Canadian institutionsnot available
Fundersnot available
KeywordsSpecialtyInternshipGraduation (instrument)BachelorMedical educationFamily medicineMedicineChinaMedical schoolPolitical science

Abstract

fetched live from OpenAlex

Aim: Medical schools in Turkey offer six-years-long undergraduate medical education. Most of them divide these six years into three period: The pre-clinical period is the first three years, the clinical period is the next two years, and the last year is practice-oriented internship. Education of family medicine specialty lasts three years. The aim of this study is to present; terms and processes of medical school applications, time structure of undergraduate medical education, terms of application to specialty education, and duration of family medicine specialty education in European Union (EU), United States of America (USA), Australia, United Kingdom, China, Japan, Canada, Russia, Singapore.Method: To access the information about processes of the medical education in foreign countries, a literature search was conducted between 03.10.2019-06.01.2020. Pubmed, Scopus and Google Scholar have been screened by using keywords. In addition to this, websites of some organizator institutions on medical education and healthcare as well as websites of some medical schools have been accessed.Results: In general, undergraduate medical education lasts 3-6 years. These years are divided into two parts; pre-clinical and clinical periods. To make application to medical school in USA and Canada, students have to be gotten a bachelor degree. Some countries require students 1-3 years of internship after graduation. Students have to sign “return of service” agreement in some specialty areas in Canada. Commonly, family medicine specialty education lasts 3 years.Conclusion: The phases of which students should pass from medical school application to being family physicians are different in every country. In spite of the differences, there are similar parts. Educational features and primary care career pathways in foreign countries should be investigated to adopt their positive sides for our country. Thus, our primary care physicians in future would provide better service to the community.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0010.000
Scholarly communication0.0020.002
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.031
GPT teacher head0.383
Teacher spread0.352 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations4
Published2020
Admission routes1
Has abstractyes

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