Related Experiment Video
Updated: Jun 19, 2026

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
Published on: August 16, 2020
New machine-marked tests for selection into core medical training: evidence from two validation studies
Fiona Patterson1, Victoria Carr, Lara Zibarras
1City University, London. f.patterson@city.ac.uk
Machine-marked tests (MMTs) previously used for general practice training selection proved reliable and valid for shortlisting core medical training candidates. These MMTs accurately predicted interview performance, offering an innovative selection methodology.
Area of Science:
- Medical Education
- Psychometrics
- Healthcare Professional Training
Background:
- Selection into Core Medical Training (CMT) in the UK requires robust assessment methods.
- Machine-marked tests (MMTs), including clinical problem-solving and situational judgement tests, have demonstrated validity in General Practice (GP) training selection.
- The applicability of these MMTs to CMT selection requires further investigation.
Purpose of the Study:
- To evaluate the psychometric properties and predictive validity of MMTs for Core Medical Training (CMT) selection.
- To determine if MMTs can serve as a valid shortlisting tool for CMT applicants.
- To assess the incremental validity of MMTs over existing selection processes.
Main Methods:
- A longitudinal study design was employed, analyzing data from two independent applicant cohorts (2008 and 2009).
- Psychometric properties (reliability) of the MMTs were assessed in CMT samples.
- Correlations between MMT scores and subsequent CMT interview performance were calculated.
Main Results:
- Both MMTs demonstrated good reliability in CMT samples, comparable to GP training samples.
- MMTs were significant predictors of CMT interview performance, with strong correlations observed in both cohorts (r = 0.56 in 2008, r = 0.61 in 2009).
- MMTs provided incremental validity beyond the current shortlisting procedures.
Conclusions:
- The MMTs validated for GP training selection are appropriate and effective for Core Medical Training (CMT) shortlisting.
- These tests represent a significant advancement in medical selection methodology.
- Implementing MMTs can enhance the fairness and predictive accuracy of the CMT selection process.
Related Concept Videos
Imaging Studies I: Kidney, Ureter, and Bladder Studies
Blood Studies for Cardiovascular System I: Cardiac Biomarkers
The essential diagnostic tools for detecting myocardial necrosis and monitoring individuals suspected of having acute coronary syndrome (ACS) include:
Troponins
Troponins, particularly cardiac troponins I and T, are the most precise and sensitive markers of myocardial injury. They are detectable within 4-6 hours of myocardial injury and remain...
Clinical Trials
There are four phases in a clinical trial. A phase one...
Bone Marrow Sampling and Transplants
The transplant begins with high doses of chemotherapy and radiation treatment, which aim to destroy the...
Clinical Trials: Overview
Imaging Studies II: Positron Emission Tomography and Scintigraphy
Fundamental Principles of PET