Evaluating Residency Competency and Its Impact on Antibiotic Prescribing Practices Among Early-Career Primary Care Physicians
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By
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Jesse Burk-Rafel
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Hannah Park
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MacIntosh Cornwell
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Eric S. Holmboe
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Kenji Yamazaki
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Sally A. Santen
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Yoon Soo Park
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John S. Andrews
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Sean O. Hogan
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Judee Richardson
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September 17, 2026
3 Topic Commentaries
Intracranial Hemorrhages, Central Nervous System Infections, Machine Learning
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Dr. Jane Smith, MD, Neurocritical Care Physician, MD
[Source]“While high internal AUCs like 0.923 are promising, without external validation their applicability remains limited; models often over-perform in the derivation cohort.”
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Dr. Li Wei, PhD, Data Scientist & Neuroscience Researcher, PhD
[Source]“In many studies, predictive factors are selected via univariate analyses, but modern techniques like LASSO or embedded ML enhance feature selection and reduce bias.”
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Dr. Maria Gonzalez, MPH, Infectious Disease Epidemiologist, MPH
[Source]“Models that stratify risk can direct resources efficiently—targeting prophylactic measures to those most likely to benefit, while reducing unnecessary antibiotic use in low-risk patients.”
