publications by categories in reversed chronological order. generated by jekyll-scholar.

For a full list of publications please see google scholar


  1. Replication of Real-World Evidence in Oncology Using Electronic Health Record Data Extracted by Machine Learning
    Corey M. Benedum, Arjun Sondhi, Erin Fidyk, Aaron B. Cohen, Sheila Nemeth, Blythe Adamson, Melissa Estévez, and Selen Bozkurt
    Cancers, 2023
  2. Evaluation of race/ethnicity-specific survival machine learning models for Hispanic and Black patients with breast cancer
    Jung In Park, Selen Bozkurt, Jong Won Park, and Sunmin Lee
    BMJ Health & Care Informatics, 2023


  1. Peeking into a black box, the fairness and generalizability of a MIMIC-III benchmarking model
    Eliane Röösli, Selen Bozkurt, and Tina Hernandez-Boussard
    Scientific Data, 2022
  2. Analyzing real world data of blood transfusion adverse events: Opportunities and challenges
    Perrin Jhaveri, Selen Bozkurt, Axel Moyal, Artur Belov, Steven Anderson, Hua Shan, Barbee Whitaker, and Tina Hernandez-Boussard
    Transfusion, 2022
  3. Machine Learning-Accelerated Outcomes Research: A Real-World Case Study of Biomarker-Associated Overall Survival in Oncology
    ISPOR - Value in Health, 2022
  4. Can ML-Extracted Variables Reproduce Real World Comparative Effectiveness Results From Expert-Abstracted Data? A Case Study in Metastatic Non-Small Cell Lung Cancer Treatment
    ISPOR - Value in Health, 2022
  5. Expanding the Secondary Use of Prostate Cancer Real World Data: Automated Classifiers for Clinical and Pathological Stage
    Selen Bozkurt, Christopher J Magnani, Martin G Seneviratne, James D Brooks, and Tina Hernandez-Boussard
    Frontiers in digital health, 2022
  6. Considerations for the Use of Machine Learning Extracted Real-World Data to Support Evidence Generation: A Research-Centric Evaluation Framework
    Melissa Estevez, Corey M Benedum, Chengsheng Jiang, Aaron B Cohen, Sharang Phadke, Somnath Sarkar, and Selen Bozkurt
    Cancers, 2022


  1. Assessment of a clinical trial–derived survival model in patients with metastatic castration-resistant prostate cancer
    Jean Coquet, Nicolas Bievre, Vincent Billaut, Martin Seneviratne, Christopher J Magnani, Selen Bozkurt, James D Brooks, and Tina Hernandez-Boussard
    JAMA network open, 2021
  2. Diverse patient trajectories during cytotoxic chemotherapy: Capturing longitudinal patient-reported outcomes
    Amee D Azad, Melih Yilmaz, Selen Bozkurt, James D Brooks, Douglas W Blayney, and Tina Hernandez-Boussard
    Cancer medicine, 2021
  3. Characterizing patient flow after an academic hospital merger and acquisition.
    Ran Sun, Selen Bozkurt, Marcy Winget, Mark R Cullen, Tina Seto, and Tina Hernandez-Boussard
    The American Journal of Managed Care, 2021


  1. Four distinct patient-reported outcome (PRO) trajectories in longitudinal responses collected before, during, and after chemotherapy.
    Douglas W Blayney, Amee Azad, Melih Yilmaz, Selen Bozkurt, James D Brooks, and Tina Hernandez-Boussard
  2. Acute pain after breast surgery and reconstruction: A two-institution study of surgical factors influencing short-term pain outcomes
    Amee D Azad, Selen Bozkurt, Amanda J Wheeler, Catherine Curtin, Todd H Wagner, and Tina Hernandez-Boussard
    Journal of surgical oncology, 2020
  3. MINIMAR(MINimum Information for Medical AI Reporting): developing reporting standards for artificial intelligence in health care
    Tina Hernandez-Boussard, Selen Bozkurt, John PA Ioannidis, and Nigam H Shah
    Journal of the American Medical Informatics Association, 2020
  4. Phenotyping severity of patient-centered outcomes using clinical notes: A prostate cancer use case
    Selen Bozkurt, Rohan Paul, Jean Coquet, Ran Sun, Imon Banerjee, James D Brooks, and Tina Hernandez-Boussard
    Learning Health Systems, 2020
  5. Reporting of demographic data and representativeness in machine learning models using electronic health records
    Selen Bozkurt, Eli M Cahan, Martin G Seneviratne, Ran Sun, Juan A Lossio-Ventura, John Ioannidis, and Tina Hernandez-Boussard
    Journal of the American Medical Informatics Association, 2020