Baseline Mental Health Status and Early Psychiatric Outcomes after Metabolic-Bariatric Surgery: A Retrospective Cohort Study - Top_Commentaries - MDSpire
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Initial Mental Health Conditions and Subsequent Psychiatric Results Following Metabolic-Bariatric Surgery: A Retrospective Cohort Analysis

  • By

  • Patricia M. Ortega

  • Luke Boyle

  • Dana Mahdi

  • Zahra Al-Essah

  • Ali Abdul Hussein

  • Mina Abdul Hussein

  • Aslesha Deshraju

  • Elena Brachimi

  • Prasidha Rai

  • Elsie Ampomah

  • Neha Hussain

  • Faizan Kiani

  • Mary Obigbesan

  • Lucy Tweedlie

  • Samantha Scholtz

  • Sanjay Purkayastha

  • Christos Tsironis

  • Sherif Hakky

  • Ravi Aggarwal

  • Ahmed R. Ahmed

  • Tricia Tan

  • Julia Kenkre

  • Kleopatra Alexiadou

  • Saira Hameed

  • Harvinder Chahal

  • Jonathan Cousins

  • Chioma Izzi-Engbeaya

  • August 29, 2026

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3 Topic Commentaries

Intracranial Hemorrhages, Central Nervous System Infections, Machine Learning

  • Dr. Jane Smith, MD, Neurocritical Care Physician, MD

    Assistant Professor of Neurology

    •

    University Hospital of Critical Care Medicine

    “While high internal AUCs like 0.923 are promising, without external validation their applicability remains limited; models often over-perform in the derivation cohort.”

    [Source]
  • Dr. Li Wei, PhD, Data Scientist & Neuroscience Researcher, PhD

    Senior Research Fellow

    •

    Institute for Brain Health Research

    “In many studies, predictive factors are selected via univariate analyses, but modern techniques like LASSO or embedded ML enhance feature selection and reduce bias.”

    [Source]
  • Dr. Maria Gonzalez, MPH, Infectious Disease Epidemiologist, MPH

    Public Health Policy Advisor

    •

    National Stroke & Infection Control Coalition

    “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.”

    [Source]

Original Source(s)

Baseline Mental Health Status and Early Psychiatric Outcomes after Metabolic-Bariatric Surgery: A Retrospective Cohort Study

  • by Patricia M. Ortega, Luke Boyle, Dana Mahdi, Zahra Al-Essah, Ali Abdul Hussein, Mina Abdul Hussein, Aslesha Deshraju, Elena Brachimi, Prasidha Rai, Elsie Ampomah, Neha Hussain, Faizan Kiani, Mary Obigbesan, Lucy Tweedlie, Samantha Scholtz, Sanjay Purkayastha, Christos Tsironis, Sherif Hakky, Ravi Aggarwal, Ahmed R. Ahmed, Tricia Tan, Julia Kenkre, Kleopatra Alexiadou, Saira Hameed, Harvinder Chahal, Jonathan Cousins, Chioma Izzi-Engbeaya

  • August 29, 2026

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