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PREDICTIVE MODELING OF HOSPITAL READMISSION RATES USING ELECTRONIC MEDICAL RECORD-WIDE MACHINE LEARNING: A CASE-STUDY USING MOUNT SINAI HEART FAILURE COHORT

KHADER SHAMEER, KIPP W JOHNSON, ALEXANDRE YAHI, RICCARDO MIOTTO, LI LI, DORAN RICKS, JEBAKUMAR JEBAKARAN, PATRICIA KOVATCH, PARTHO P. SENGUPTA, SENGUPTA GELIJNS, ALAN MOSKOVITZ, BRUCE DARROW (+5 others)
2016 Biocomputing 2017  
We have assessed a large repertoire of variables from electronic medical records of heart failure patients in a single center.  ...  In this manuscript, we discuss our attempt to develop a data-driven, electronicmedical record-wide (EMR-wide) feature selection approach and subsequent machine learning to predict readmission probabilities  ...  Acknowledgments The authors would like to thank the members of the Mount Sinai Health System-Hospital Big Data initiative.  ... 
doi:10.1142/9789813207813_0027 pmid:27896982 pmcid:PMC5362124 fatcat:bk7swgilcrd55pb4gjjzcqem34

Session Introduction

Anna Okula Basile, Anurag Verma, Marta Byrska-Bishop, Sarah P. Pendergrass, Christian Darabos, H. Lester Kirchner
2017 Pacific Symposium on Biocomputing  
Modeling of Hospital Readmission Rates using Electronic Medical Record-wide Machine Learning: A Cased-Study Using Mount Sinai Health Cohort".  ...  Shameer et al. describe a data-driven feature selection and machine learning approach to predict hospital readmission in heart failure (HF) patients from electronic health records (EHR) in "Predictive  ...  The various pathway repositories that exist are incredibly important resources, a testament to how much has been learned of the underlying structure of biology.  ... 
dblp:conf/psb/BasileVBPDK17 fatcat:6rxvfi7ktvcnhdi5afl2yzngbi

Digital Medicine and Evolution of Remote Patient Monitoring in Cardiac Electrophysiology: A State-of-the-Art Perspective

Ashish Atreja, Sandesh Francis, Sravya Kurra, Rajesh Kabra
2019 Current Treatment Options in Cardiovascular Medicine  
The focus of this review is literature on RPM in EP, evidence from randomized trials, and observational studies including those of Apple Watch and future of CIEDs.  ...  care, remote patient monitoring (RPM) is becoming a key part of the EP service line.  ...  In a Seamless User-Centered Proactive Provision of Risk-Stratified Treatment for Heart Failure (SUPPORT-HF) study which is a cohort study, Rahimi and colleagues presented an android-based easy-to-use monitoring  ... 
doi:10.1007/s11936-019-0787-3 pmid:31832887 fatcat:cftfa5fv6rbrlbdszsd5h4u24m

The Revival of the Notes Field: Leveraging the Unstructured Content in Electronic Health Records

Michela Assale, Linda Greta Dui, Andrea Cina, Andrea Seveso, Federico Cabitza
2019 Frontiers in Medicine  
electronic patient records.  ...  Then, we will present a few empirical studies that we undertook at a major teaching hospital specializing in musculoskeletal diseases.  ...  Michele Ulivi for their advice in regard to the medical aspects of our research.  ... 
doi:10.3389/fmed.2019.00066 pmid:31058150 pmcid:PMC6478793 fatcat:6koblecrsnbabld6y6qwukwxgy

EHDViz: clinical dashboard development using open-source technologies

Marcus A Badgeley, Khader Shameer, Benjamin S Glicksberg, Max S Tomlinson, Matthew A Levin, Patrick J McCormick, Andrew Kasarskis, David L Reich, Joel T Dudley
2016 BMJ Open  
Conclusions: Collaborative data visualisations, wellness trend predictions, risk estimation, proactive acuity status monitoring and knowledge of complex disease indicators are essential components of implementing  ...  As an open-source visualisation framework capable of integrating health assessment, EHDViz aims to be a valuable toolkit for rapid design, development and implementation of scalable clinical data visualisation  ...  Acknowledgements The authors would like to thank the following members of Mount Sinai Health System-Hospital Big Data initiative: Dr Adel Bassily-Marcus, Dr Bruce Darrow, Dr Alan Moskowitz, Dr Annetine  ... 
doi:10.1136/bmjopen-2015-010579 pmid:27013597 pmcid:PMC4809078 fatcat:dfyjqrps35aeboauugtucfj7im

SCAI 2021 Scienfic Sessions Virtual Conference April 28 - May 01, 2021

2021 Catheterization and cardiovascular interventions  
Methods: A retrospective review of patients undergoing pre-Fontan catheterization from 10/2018 to 10/2020 at Texas Children's Hospital was performed.  ...  The use of stents in the young often requires follow-up procedures to keep pace with somatic growth in treatment of stenotic vessels, or additional surgical resection with palliative use in stenting the  ...  Clinical variables and in hospital outcomes were assessed by review of electronic medical records.  ... 
doi:10.1002/ccd.29644 pmid:33909338 fatcat:m4xin3oqy5evfm7ycvars4t5qu

The Diagnostic Error in Medicine 13th Annual International Conference

2021 Diagnosis  
Outcomes: Five cohorts of clerkship medical students (n=106) participated in the simulation. The vast majority (96.2%) correctly perceived the heart rate.  ...  Methods: We conducted a 12-month retrospective cohort study at an academic medical center upon IRB approval.  ...  Linker 2 1 Icahn School of Medicine at Mount Sinai, New York City, NY 2 Mount Sinai Hospital, New York City, NY Learning Objectives: 1.  ... 
doi:10.1515/dx-2021-0012 pmid:33770822 fatcat:ucw266po7neldj2pls6z5qjgpi

2008 Quality and Outcomes Abstracts

2008 Circulation  
Methods: In a case-control trial we identified 1042 adults hospitalized from 2000 -2004 with a discharge diagnosis of ventricular arrhythmia in a medical center in Massachusetts.  ...  Background: Evidence-based (EB) heart failure (HF) therapies are paradoxically used less often in higher risk patients.  ...  Results: A total of 26,051 study patients were identified initiating SM (nϭ25,499) or NER/S (nϭ552).  ... 
doi:10.1161/circulationaha.108.189902 fatcat:dmuhnetu7zddznfc2okkewci7m

Special topic

2001 Journal of the American College of Cardiology  
Health status meawres are being increasingly used as endpoints in clinical trials and observational studies.  ...  Methods: This study was part of the Ambulatory Care Quality Improvement Project, a randomized trial conducted from 1197.12199 in 6 Veterans Affairs medical centers. 5,558 outpatients with coronary artery  ...  Methods: We reviewed the medical records of patients admitted to the medical service I" 1998 with a chief complaint of shortness of breath, without a diagnosis of congestive heart failure.  ... 
doi:10.1016/s0735-1097(01)80009-7 fatcat:hjtiufzafne4xphl7afpv5mkja

Abstracts From the 25th Annual Health Care Systems Research Network Conference, April 8–10, 2019, Portland, Oregon

2019 Journal of Patient-Centered Research and Reviews  
Journal of Patient-Centered Research and Reviews ( JPCRR) is a peerreviewed scientific journal whose mission is to communicate clinical and bench research findings, with the goal of improving the quality  ...  of human health, the care of the individual patient, and the care of populations.  ...  P1.07 Positive Predictive Value and Sensitivity of ICD-9 Codes for Childhood Leukemia in Integrated Health Plans  ... 
doi:10.17294/2330-0698.1706 fatcat:4ahgmdjaujevpg2wclvycxkspq

SCIENTIFIC ABSTRACTS

2018 Journal of general internal medicine  
hospital system on burnout, the impact of electronic health records and support METHODS: With a new electronic medical record (EMR), we re- services, and safety culture.  ...  Immediately BACKGROUND: Congestive heart failure (CHF) is a common cause of prior to regular PCP visits patients randomized to intervention accessed a discus- hospitalization and readmission  ... 
doi:10.1007/s11606-018-4413-y fatcat:zovo3gdawjarfmbxy6tqypkztm

2017 Canadian Surgery Forum Abstracts

2017 Canadian journal of surgery  
However, despite the high rate of obesity, 1 study found that only 0.46% of bariatric surgery was performed on Indigenous patients.  ...  Socioeconomic factors that predict successful completion of a bariatric surgery program were determined. A total of 780 patients were included.  ...  Bischof (Mount Sinai Hospital, Toronto, Ont.), E. Taylor (Mount Sinai Hospital, Toronto, Ont.), A. Govindarajan (Mount Sinai Hospital, Toronto, Ont.), J.  ... 
pmid:28730991 pmcid:PMC5529147 fatcat:zt3r3362dzgcfgrwvxhchyudn4

Abstracts From the 21st Annual HMO Research Network Conference, March 11–13, 2015, Long Beach, California

2015 Journal of Patient-Centered Research and Reviews  
This finding supports the notion that automated methods are portable across integrated health systems and institutions using electronic medical records.  ...  Methods: We used administrative and electronic medical record data linked with tumor registry information for individuals who were enrolled in one of four nonprofit integrated health care systems and diagnosed  ...  Outcomes of interest included: death, hospitalization due to heart failure, and hospitalization for any cause.  ... 
doi:10.17294/2330-0698.1201 fatcat:lxbvzpg3vvbhfp7lax4celo62u

Critical Care Canada Forum 2019 Abstracts

2019 Canadian Journal of Anesthesia  
Objectives: Develop a machine learning model to predict whether a patient will experience delirium at any point during their stay in the ICU given derived regional cerebral oxygenation (rSO2), peripheral  ...  Jin, and Lee, 2018) is another approach, it uses electronic health records and logistic regression to achieve a sensitivity of 63% and a specificity of 90%.  ...  Variables were collected from the patient record using a standardized case report form.  ... 
doi:10.1007/s12630-019-01552-z pmid:31823192 fatcat:zhwc2yi455be5mlbjv4kdhuu2y

2017 Canadian Surgery Forum Abstracts

2017 Canadian journal of surgery  
Iron deficiency in bariatric surgery patients -a single-centre experience over 5 years. B. Lowry, K. Hardy, A. Vergis.  ...  From the University of Manitoba, Winnipeg, Man. 04 Documentation of quality of care data for Roux-en-Y gastric bypass: comparison of synoptic and narrative operative reports. S.  ...  Knot strength was assessed via a static pull machine, and the mechanism of failure was recorded (slip v. break).  ... 
doi:10.1503/cjs.010417 fatcat:dtz2hoy2hnf47aswhks3w3xs6m
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