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Related Concept Videos

Residuals and Least-Squares Property01:11

Residuals and Least-Squares Property

The vertical distance between the actual value of y and the estimated value of y. In other words, it measures the vertical distance between the actual data point and the predicted point on the line
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Stereotype Threat and Self-fulfilling Prophecies02:09

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Stereotypes, Prejudice, and Discrimination

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Fundamental Attribution Error

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The Representativeness Heuristic

The representative heuristic describes a biased way of thinking, in which you unintentionally stereotype someone or something. For example, you may assume that your professors spend their free time reading books and engaging in intellectual conversation, because the idea of them spending their time playing volleyball or visiting an amusement park does not fit in with your stereotypes of professors.
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In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:

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Related Experiment Video

Updated: Jun 11, 2026

The Resident-intruder Paradigm: A Standardized Test for Aggression, Violence and Social Stress
09:12

The Resident-intruder Paradigm: A Standardized Test for Aggression, Violence and Social Stress

Published on: July 4, 2013

Can we predict "problem residents"?

Adam M Brenner1, Samuel Mathai, Satyam Jain

  • 1Department of Psychiatry, University of Texas Southwestern Medical Center, Dallas, 75390-9070, USA. adam.brenner@utsouthwestern.edu <adam.brenner@utsouthwestern.edu>

Academic Medicine : Journal of the Association of American Medical Colleges
|July 2, 2010
PubMed
Summary
This summary is machine-generated.

Negative comments in the dean's letter effectively predict future performance issues in residency. Other application data, like USMLE scores, did not show predictive power for identifying residents with problems.

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Last Updated: Jun 11, 2026

The Resident-intruder Paradigm: A Standardized Test for Aggression, Violence and Social Stress
09:12

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07:31

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Published on: May 15, 2020

Area of Science:

  • Medical Education Research
  • Residency Program Assessment
  • Predictive Analytics in Healthcare

Background:

  • Residency programs face challenges in identifying applicants prone to future performance issues.
  • Objective assessment of applicant data is crucial for mitigating risks during and post-residency.

Purpose of the Study:

  • To determine if pre-admission data can accurately predict future performance problems in medical residency.
  • To identify specific application factors that correlate with problematic resident behavior.

Main Methods:

  • Retrospective analysis of 20 years of residency data (1987-2007) from a single program.
  • Comparison of applicants with reported major or minor performance problems against matched controls.
  • Review of application materials including USMLE scores, academic history, interviewer feedback, and letters of recommendation.

Main Results:

  • Negative comments in the dean's letter significantly correlated with future performance problems.
  • A higher number of negative comments in the dean's letter predicted major performance issues compared to minor ones.
  • USMLE scores, academic failures, interviewer ratings, and recommendation letters did not predict future problems.

Conclusions:

  • The dean's letter is a key predictor of future resident performance issues, even with mild negative remarks.
  • Residency programs should enhance the evaluation of dean's letters to better assess applicant risk.
  • Further prospective studies are recommended to validate the predictive utility of the dean's letter.