J William Gaynor Selected Research

Clinical Deterioration

1/2022

Early prediction of clinical deterioration using data-driven machine-learning modeling of electronic health records.

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J William Gaynor Research Topics

Disease

42	Congenital Heart Defects (Congenital Heart Defect) 12/2023 - 01/2002
23	Hypoplastic Left Heart Syndrome 03/2024 - 02/2002
10	Brain Injuries (Brain Injury) 12/2023 - 07/2013
9	Seizures (Absence Seizure) 12/2023 - 03/2003
8	Heart Diseases (Heart Disease) 09/2022 - 04/2004
7	Hypoxia (Hypoxemia) 12/2023 - 10/2005
6	Heart Arrest (Cardiac Arrest) 05/2024 - 03/2007
6	Birth Weight (Birth Weights) 12/2023 - 07/2002
6	Tetralogy of Fallot (Fallot Tetralogy) 01/2023 - 12/2005
5	Hemorrhage 12/2023 - 01/2003
5	Heart Failure 01/2018 - 09/2007
5	Infections 08/2013 - 10/2002
4	Ischemia 08/2022 - 01/2003
4	Ventricular Heart Septal Defects (Ventricular Septal Defect) 01/2021 - 12/2010
4	Renal Insufficiency (Renal Failure) 01/2018 - 12/2007
4	Shock 01/2018 - 11/2014
4	Sepsis (Septicemia) 08/2013 - 02/2007
4	Mediastinitis 08/2013 - 04/2005
3	Mitochondrial Diseases (Mitochondrial Disease) 04/2024 - 01/2018
3	Ventricular Dysfunction 12/2023 - 02/2008
3	Hypothermia 01/2022 - 01/2018
3	Acute Kidney Injury (Acute Renal Failure) 01/2021 - 07/2015
3	Chromosome Aberrations (Chromosome Abnormalities) 01/2019 - 02/2014
3	Surgical Wound Infection 09/2015 - 04/2007
3	Pleural Effusion (Pleural Effusions) 09/2010 - 02/2002
2	Patent Ductus Arteriosus 12/2023 - 12/2003
2	Atrial Heart Septal Defects (Atrial Septal Defect) 09/2023 - 03/2014
2	Cyanosis 05/2021 - 08/2003
2	Cardiovascular Diseases (Cardiovascular Disease) 01/2021 - 06/2015
2	Hypotension (Low Blood Pressure) 01/2020 - 03/2007
2	Respiratory Insufficiency (Respiratory Failure) 01/2020 - 09/2015
2	Stroke (Strokes) 01/2018 - 09/2009
2	Necrotizing Enterocolitis 11/2017 - 07/2006
2	Attention Deficit Disorder with Hyperactivity (Attention Deficit Hyperactivity Disorder) 01/2016 - 12/2011
2	Wound Infection (Wound Infections) 09/2015 - 08/2013
2	Protein-Losing Enteropathies (Protein-Losing Enteropathy) 09/2012 - 08/2003
2	Critical Illness (Critically Ill) 09/2007 - 12/2003
2	Sudden Death 03/2007 - 12/2005
2	Low Cardiac Output 03/2007 - 03/2005
1	Hyperbilirubinemia 12/2023
1	Aortic Coarctation 12/2023
1	Aneurysm (Aneurysms) 12/2023
1	Arteriovenous Malformations (Arteriovenous Malformation) 12/2023
1	Telangiectasis (Telangiectasia) 12/2023
1	Juvenile polyposis syndrome 12/2023
1	Hyperplasia 12/2023
1	DiGeorge Syndrome (Syndrome, DiGeorge) 09/2023
1	Clinical Deterioration 01/2022

Drug/Important Bio-Agent (IBA)

9	Oxygen (Dioxygen)IBA 12/2023 - 03/2005
4	Apolipoproteins E (ApoE)IBA 01/2016 - 07/2009
4	ApolipoproteinsIBA 12/2014 - 12/2003
3	Reactive Oxygen Species (Oxygen Radicals)IBA 06/2022 - 01/2007
3	Biomarkers (Surrogate Marker)IBA 05/2022 - 03/2003
3	salicylhydroxamic acid (SHAM)IBA 05/2021 - 10/2005
3	CreatinineIBA 01/2021 - 12/2007
3	Proteins (Proteins, Gene)FDA Link 03/2007 - 08/2003
2	BilirubinIBA 12/2023 - 12/2023
2	Anesthetics (Anesthetic Agents)IBA 10/2023 - 01/2016
2	Phenobarbital (Luminal)FDA Link 01/2020 - 09/2009
2	SteroidsIBA 09/2015 - 02/2012
2	Methylprednisolone FDA LinkGeneric 09/2015 - 02/2012
2	Apolipoprotein E2IBA 01/2008 - 05/2007
1	ChromatinIBA 05/2024
1	Coenzyme A (CoA)IBA 12/2023
1	CollagenIBA 12/2023
1	Hypnotics and Sedatives (Sedatives)IBA 10/2023
1	Ketamine FDA LinkGeneric 10/2023
1	DNA (Deoxyribonucleic Acid)IBA 09/2023
1	Glycerol (Glycerine)FDA LinkGeneric 08/2022
1	oligomycin sensitivity-conferring protein (complex V)IBA 06/2022
1	Electron Transport Complex I (NADH-CoQ Reductase)IBA 06/2022
1	Cytochromes b (Cytochrome b)IBA 06/2022
1	Electron Transport Complex III (Coenzyme Q-Cytochrome-c Reductase)IBA 06/2022
1	RNA (Ribonucleic Acid)IBA 06/2022
1	Complex MixturesIBA 01/2022

Therapy/Procedure

23	Cardiopulmonary Bypass (Heart-Lung Bypass) 04/2024 - 01/2003
16	Deep Hypothermia Induced Circulatory Arrest 12/2023 - 03/2003
14	Fontan Procedure (Fontan Operation) 12/2023 - 02/2002
13	Norwood Procedures 03/2024 - 07/2002
13	Extracorporeal Membrane Oxygenation 12/2023 - 07/2002
12	Length of Stay 01/2023 - 02/2002
7	Artificial Respiration (Mechanical Ventilation) 05/2024 - 04/2004
6	Sternotomy 01/2018 - 04/2005
5	Critical Care (Surgical Intensive Care) 01/2022 - 03/2007
5	Therapeutics 01/2020 - 02/2005
4	Arterial Switch Operation 09/2023 - 01/2016
4	Blalock-Taussig Procedure 03/2016 - 08/2007
3	Heart Transplantation (Grafting, Heart) 01/2017 - 05/2008
3	Heart-Assist Devices 07/2015 - 07/2002
2	Mechanical Ventilators (Ventilator) 12/2023 - 01/2020
2	Preoperative Period 10/2023 - 12/2018
2	Perioperative Care 01/2023 - 03/2007
2	Thoracotomy 05/2021 - 02/2008
2	Cardiopulmonary Resuscitation (CPR) 01/2018 - 11/2017
2	Catheters 09/2017 - 09/2010
2	Tracheostomy 09/2015 - 11/2014
2	Cardiac Procedures Anesthesia 12/2008 - 03/2007
2	Hemodilution 03/2007 - 01/2003
1	Hepatic Portoenterostomy 12/2023
1	Operative Time 09/2022