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Author Details

Jenna Wiens
University of Michigan College of Engineering ann arbor
2011
49
17
PMIDPaper TitleJournal TitlePublished Year
36120815Prospective evaluation of data-driven models to predict daily risk of <i>Clostridioides difficile</i> infection at 2 large academic health centers.Infect Control Hosp Epidemiol2023
37615431Machine learning classification by fitting amplicon sequences to existing OTUs.mSphere2023
37088695<i>Clostridioides difficile</i> infection surveillance in intensive care units and oncology wards using machine learning.Infect Control Hosp Epidemiol2023
36533309Prospective evaluation of data-driven models to predict daily risk of <i>Clostridioides difficile</i> infection at 2 large academic health centers - ERRATUM.Infect Control Hosp Epidemiol2023
36865709Leveraging electronic data to expand infection detection beyond traditional settings and definitions (Part II/III).Antimicrob Steward Healthc Epidemiol2023
36865708The future of automated infection detection: Innovation to transform practice (Part III/III).Antimicrob Steward Healthc Epidemiol2023
34129169Automated Brain Masking of Fetal Functional MRI with Open Data.Neuroinformatics2022
35429343Use of blood pressure measurements extracted from the electronic health record in predicting Alzheimer's disease: A retrospective cohort study at two medical centers.Alzheimers Dement2022
35568691AI models in health care are not colour blind and we should not be either.Lancet Digit Health2022
35681015AMAISE: a machine learning approach to index-free sequence enrichment.Commun Biol2022
37152303Disparate Censorship &amp; Undertesting: A Source of Label Bias in Clinical Machine Learning.Proc Mach Learn Res2022
36456966Automatic ML-based vestibular gait classification: examining the effects of IMU placement and gait task selection.J Neuroeng Rehabil2022
33853374Association Between Management of Continuous Subcutaneous Basal Insulin Administration and HbA1C.J Diabetes Sci Technol2022
35177406Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study.BMJ2022
35271711Combining chest X-rays and electronic health record (EHR) data using machine learning to diagnose acute respiratory failure.J Am Med Inform Assoc2022
35167608Augmenting existing deterioration indices with chest radiographs to predict clinical deterioration.PLoS One2022
33357088Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19.Ann Am Thorac Soc2021
35702420Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings.Proc Mach Learn Res2021
33820654Predicting postoperative opioid use with machine learning and insurance claims in opioid-naïve patients.Am J Surg2021
33727393Patient and Microbial Genomic Factors Associated with Carbapenem-Resistant Klebsiella pneumoniae Extraintestinal Colonization and Infection.mSystems2021
34871076Respecting Autonomy And Enabling Diversity: The Effect Of Eligibility And Enrollment On Research Data Demographics.Health Aff (Millwood)2021
34414351mikropml: User-Friendly R Package for Supervised Machine Learning Pipelines.J Open Source Softw2021
34300399Automated Loss-of-Balance Event Identification in Older Adults at Risk of Falls during Real-World Walking Using Wearable Inertial Measurement Units.Sensors (Basel)2021
34210068Noninvasive Estimation of Hydration Status in Athletes Using Wearable Sensors and a Data-Driven Approach Based on Orthostatic Changes.Sensors (Basel)2021
34256799Automatically evaluating balance using machine learning and data from a single inertial measurement unit.J Neuroeng Rehabil2021
32511650Evaluating a Widely Implemented Proprietary Deterioration Index Model Among Hospitalized COVID-19 Patients.medRxiv2020
32083957Predicting Acute Graft-Versus-Host Disease Using Machine Learning and Longitudinal Vital Sign Data From Electronic Health Records.JCO Clin Cancer Inform2020
31965265'No growth to date'? Predicting positive blood cultures in critical illness.Intensive Care Med2020
31932798Diagnosing bias in data-driven algorithms for healthcare.Nat Med2020
33040151Democratizing EHR analyses with FIDDLE: a flexible data-driven preprocessing pipeline for structured clinical data.J Am Med Inform Assoc2020
32711010Development and Validation of a Deep-learning Model to Assist With Renal Cell Carcinoma Histopathologic Interpretation.Urology2020
32548236Cohort discovery and risk stratification for Alzheimer's disease: an electronic health record-based approach.Alzheimers Dement (N Y)2020
32518182A Framework for Effective Application of Machine Learning to Microbiome-Based Classification Problems.mBio2020
30624218Automatically Evaluating Balance: A Machine Learning Approach.IEEE Trans Neural Syst Rehabil Eng2019
33323266Turning the crank for machine learning: ease, at what expense?Lancet Digit Health2019
31427808Do no harm: a roadmap for responsible machine learning for health care.Nat Med2019
31537911Author Correction: Do no harm: a roadmap for responsible machine learning for health care.Nat Med2019
31192367The number needed to benefit: estimating the value of predictive analytics in healthcare.J Am Med Inform Assoc2019
30921400Machine learning for patient risk stratification for acute respiratory distress syndrome.PLoS One2019
31139672Using Machine Learning and the Electronic Health Record to Predict Complicated <i>Clostridium difficile</i> Infection.Open Forum Infect Dis2019
29020316Machine Learning for Healthcare: On the Verge of a Major Shift in Healthcare Epidemiology.Clin Infect Dis2018
29854227Leveraging Clinical Time-Series Data for Prediction: A Cautionary Tale.AMIA Annu Symp Proc2018
29985285Striking the Right Balance-Applying Machine Learning to Pediatric Critical Care Data.Pediatr Crit Care Med2018
30456290Characterizing heterogeneity in the progression of Alzheimer's disease using longitudinal clinical and neuroimaging biomarkers.Alzheimers Dement (Amst)2018
29576042A Generalizable, Data-Driven Approach to Predict Daily Risk of Clostridium difficile Infection at Two Large Academic Health Centers.Infect Control Hosp Epidemiol2018
29479546Potential Adverse Effects of Broad-Spectrum Antimicrobial Exposure in the Intensive Care Unit.Open Forum Infect Dis2017
24481703A study in transfer learning: leveraging data from multiple hospitals to enhance hospital-specific predictions.J Am Med Inform Assoc2014
25734117Learning Data-Driven Patient Risk Stratification Models for Clostridium difficile.Open Forum Infect Dis2014
22255676Patient-specific ventricular beat classification without patient-specific expert knowledge: a transfer learning approach.Annu Int Conf IEEE Eng Med Biol Soc2011
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Collaborators

Erica S Shenoy
Massachusetts General Hospital
Co-authored papers 7
Vincent B Young
University of Michigan ann arbor
Co-authored papers 5
John Guttag
Massachusetts Institute of Technology
Co-authored papers 5
Vincent X Liu
Kaiser Permanente
Co-authored papers 4
Marzyeh Ghassemi
3Vector Institute
Co-authored papers 3
John P Donnelly
University of Michigan ann arbor
Co-authored papers 3
Patrick D Schloss
University of Michigan ann arbor
Co-authored papers 3
David C Hooper
Massachusetts General Hospital
Co-authored papers 3
Beg??m D Top??uo??lu
Merck & Co., Inc.
Co-authored papers 3
Anna Goldenberg
SickKids Research Institute
Co-authored papers 2
Karandeep Singh
University of Michigan Medical School ann arbor
Co-authored papers 2
Suchi Saria
Johns Hopkins University
Co-authored papers 2
Melissa Y Wei
University of Michigan ann arbor
Co-authored papers 2
Mark Sendak
Duke Institute for Health Innovation.
Co-authored papers 2
Pilar N Ossorio
University of Wisconsin School of Law, Morgridge Institute for Research.
Co-authored papers 2
Katherine Heller
Duke University
Co-authored papers 2
Chad M Brummett
Co-authored papers 2
Finale Doshi-Velez
Harvard University
Co-authored papers 2
Robert P Dickson
University of Michigan Health System ann arbor
Co-authored papers 1
Monica V Mahoney
Department of Pharmacy, Beth Israel Deaconess Medical Center
Co-authored papers 1
Todd M Morgan
University of Michigan ann arbor
Co-authored papers 1
Sung Won Choi
University of Michigan ann arbor
Co-authored papers 1
Jennifer F Waljee
Co-authored papers 1
Tom J Pollard
Massachusetts Institute of Technology, Scientific Data - Nature, Software Sustainability Institute, University College London, University of Law - London Bloomsbury Centre
Co-authored papers 1
Irene Chen
Massachusetts Institute of Technology
Co-authored papers 1
Trishan Panch
Harvard TH Chan School of Public Health, Harvard University
Co-authored papers 1
Dustin S McEvoy
Mass General Brigham Clinical Informatics
Co-authored papers 1
Graham M Snyder
University of Pittsburgh School of Medicine
Co-authored papers 1
Muneesh Tewari
University of Michigan ann arbor
Co-authored papers 1
Theodore J Iwashyna
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Release 1.2