Medicine and Health Sciences Commons^™

Predictors Of Residual Vsd After Surgical Versus Transcatheter Closure, Ramdan Ibrahim Mohammed Ouf, Deyaa Ahmed Abdallah Mohamed

Journal of Medicine in Scientific Research

Background: Ventricular septal defect (VSD) repair is a frequently performed cardiac procedure in children, and it is associated with a extremely low likelihood of experiencing post-operative complications. Aim of the study: to identify the incidence of residual shunt across interventricular septum after surgical repair or device closure of isolated VSD or associated with another congenital anomaly. Methods: This is a retrospective study included 60 patients undergoing closure of VSD between January 2021 and January 2023 in National Heart Institute. They were divided into 2 groups: Group I underwent surgical closure (30 patients) and group II underwent transcatheter closure (30 patients). …

Outcome Of Endovascular Procedure In Chronic Limb Ischemia Femoropopliteal Lesion: A Literature Review, Alexander J. Utama, Robby E. Thio

The New Ropanasuri Journal of Surgery

Introduction. Angioplasty and stenting are the two main endovascular treatments for femoropopliteal lesions associated with chronic limb ischemia. To summarize the research in this area, this article examines the state of these treatments today, diving into clinical subtleties and new trends. The objectives was to thoroughly analyze the body of research, combining knowledge about the results of endovascular angioplasty and stenting.

Methods: Literature was searched in some databases (Cochrane, PubMed, and EBSCO) from June to July 2021.

Results: Five articles that met the inclusion and exclusion criteria were identified. There were two randomized control trials and three cohort …

Profil Pasien Ketoasidosis Diabetikum Di Rumah Sakit Rujukan Tersier Di Bali, Indonesia, Noviana Joenputri Nj, Ketut Suastika Ks, Wira Gotera Wg, Made Ratna Saraswati Mrs, I Made Pande Dwipayana Impd, I Made Siswadi Semadi Imss, Ida Bagus Aditya Nugraha Iban

Jurnal Penyakit Dalam Indonesia

Introduction. Diabetic ketoacidosis (DKA) is one of life-threatening acute complication of diabetes mellitus (DM) characterized by hyperglycemia, ketosis, and acidosis. The prevalence of DM is increasing, therefore the incidence of DKA is predicted to continue to increase. The aim of this study was to obtain the profile of DKA patients in RSUP Prof. Dr. IGNG. Ngoerah (RSPN), Denpasar, Bali as a tertiary refferal hospital of Bali and Nusa Tenggara region.

Methods. This study was a cohort retrospective study. All patients aged 18 years or older with a diagnosis of DKA during Januari 2022 to February 2023 at RSPN, …

Impact Of Advanced Trauma Life Support Training For Improving Mortality Outcome: A Systematic Review And Meta-Analysis, Afid B. Putra, Luthfian A. Nurachman, Bagus A. Suryawiditya, Muftah Risyaldi, Lam Sihardo

The New Ropanasuri Journal of Surgery

Introduction. The Global Burden of Disease Study has identified injuries as one of the top ten causes of death and disability worldwide. Injury is predicted to rise in the rankings by the year 2030. This study aimed to quantify the effectiveness of an Advanced Trauma Life Support (ATLS) training in improving mortality outcome after trauma injury.

Method. This is a systematic review (of experimental and observational studies) and meta-analysis, reporting mortality outcome from trauma injury between ATLS-trained/certified physicians vs non-ATLS-certified. We performed literature searching through 3 electronic databases, including Cochrane (CENTRAL), MEDLINE (PubMed), and Scopus.

Results. There are summarized results …

Cardiogenic Shock Among Patients With Acute Myocardial Infarction In A Middle Eastern Country: A Single-Centre Experience, Ghada Shalaby, Azmat Khadija Niazi, Sheeren Khaled

Journal of the Saudi Heart Association

BACKGROUND: Cardiogenic Shock (CS) remains the most common cause of death in hospitalized acute ST-segment elevation myocardial infarction (STEMI) patients. Predictors of outcomes in those patients include clinical, laboratory, radiologic variables, and management strategies. The present study aimed to evaluate the incidence, characteristics, predictors of cardiogenic shock and mortality among acute ST-segment elevation myocardial infarction patients in our center METHODS: This was a retrospective, single-center study conducted at KAMC, Makkah during 2015-2020. All acute ST-segment elevation myocardial infarction patients during this era were divided into two groups CS group and non-CS group. RESULTS: In this study total 3074 acute ST-segment …

Neighborhood Condition Prevalence Rates Correlate With Covid-19 Mortality In Milwaukee County, Wisconsin, George L. Morris Iii

Journal of Patient-Centered Research and Reviews

Purpose: We sought to determine if census tract-level (ie, neighborhood) COVID-19 death rates in Milwaukee County correlated with the census tract-level condition prevalence rates (CPRs) for individual COVID-19 mortality risk.

Methods: This study used Milwaukee County-reported COVID-19 death rates per 100,000 lives for the 296 census tracts within the county to perform a linear regression with individual COVID-19 mortality risk CPR, mean age, racial composition of census tract (by percentage of non-White residents), and poverty (by percentage within census tract), followed by multiple regression with all 7 CPRs as well as the 7 CPRs combined with the additional demographic variables. …

Retrospective Analysis Of Risk Factors And Management Of Infection After Lumbar Spine Implantation, Hussien Mohamed Mohamed, Hussein Abo El-Gheit, Mohamed Abulsoud

Al-Azhar International Medical Journal

Background: Wound infection still has a negative impact on patient outcomes after spine surgery, despite the discovery of preventative medicines as well as improvements in surgical approach and postoperative care. The risk of intraoperative/postoperative infection is increased by utilizing a posterior surgical approach, applying instrumentation, using an allograft, requiring a blood transfusion, and longer operations.

Aim of the study: To determine the prevalence and risk factors for post-operative instrumental lumbar spinal infection and evaluate functional outcomes after the management of the infections.

Patients and Methods: This study was conducted on diseased persons whom had an infection after lumbar spine instrumentation …

Association Between Early Antibiotic Administration And In-Hospital Mortality In Moderate And Severe Covid-19 Patients, Lie Khie Chen, Jason Nathanael, Sharifah Shakinah, Adeline Pasaribu, Robert Sinto, Leonard Nainggolan, Adityo Susilo

Jurnal Penyakit Dalam Indonesia

Introduction. Patients with moderate and severe COVID-19 generally receive antibiotic therapy with consideration of the possibility of co-infection or secondary bacterial infection which clinically is difficult to distinguish from COVID-19 symptoms. Overuse of antibiotics can lead to an increased risk of bacterial resistance to antibiotics which is associated with poor outcomes in COVID-19 patients. This study aimed to assess the effect of early antibiotic administration on mortality in moderate and severe COVID-19 patients. Methods. An observational study with a retrospective cohort design was conducted at Dr. Cipto Mangunkusumo Hospital. Data were obtained from medical records of patients admitted from March …

Prognostic Factors For Mortality Of Pediatric Burn Injury In A National Tertiary Referral Center, Heru Angkoso, Aria Kekalih

The New Ropanasuri Journal of Surgery

Introduction. In Indonesia, burn injuries cause about 195,000 deaths annually. Data from the Ministry of the Health Republic of Indonesia showed the incidence of burns predominated at 1-4 years old. The mortality of pediatric burn patients in a tertiary hospital was 37.26%. This study aimed to find an association between known and unknown prognostic factors of mortality in Indonesian-specific characteristics.

Method. A retrospective analytical study included all pediatric burns admitted to Dr. Cipto Mangunkusumo General Hospital (CMGH) from 1998 to 2010. Variables within a period of the first 72 hours of admission were the focus of interest and were extracted …

St-Segment Elevation Myocardial Infarction In North African Women: Results From A Twenty-Year Experience., Ikram Chamtouri, Rania Souissi, Nesrine Amdouni, Walid Jomaa, Wajih Abdallah, Khaldoun Ben Hamda, Faouzi Maatouk

Journal of the Saudi Heart Association

Background. Coronary artery disease remains the most common cause of morbidity and mortality in the general population. Several studies in developed countries have reported a gender-related difference in ST-segment elevation myocardial infarction (STEMI) in terms of risk factors, clinical presentation, delays in management, therapeutic modalities, and in-hospital as well as one-year outcomes. Data from non-developed countries about women with STEMI remain rare. We therefore aimed through this study to investigate the baseline characteristics of STEMI in Tunisian women compared to men and to determine the impact of gender difference on STEMI complications, in-hospital mortality, and one-year follow-up outcomes. Methods. All …

Lactate/Albumin Ratio As A Predictor Of Mortality In Patients With Sepsis And Septic Shock: A Meta-Analysis Study, Fahri Ahmad Baihaqi, Dinda Olinda Delarosa, Rezki Ramadhan

Jurnal Penyakit Dalam Indonesia

Introduction. The lactate/albumin ratio is an inflammatory biomarker that has been widely used and suggested as a predictor of mortality in patients with sepsis and septic shock. However, the results are inconsistent. This meta-analysis aimed to evaluate the prognostic value of lactate/albumin ratio as a predictor of mortality in patients with sepsis and septic shock.Methods. The study protocol was registered with PROSPERO (CRD42021286242). A literature search was performed using PubMed, Ovid EMBASE, Ovid MEDLINE, SCOPUS, and Web of Sciences to find all studies evaluating the association between lactate/albumin ratio and mortality in patients with sepsis and septic shock. Meta-analysis was …

The Risk And Prognosis Of Covid-19 Infection In Cancer Patients: A Systematic Review And Meta-Analysis, Ghada M. Elgohary, Shahrukh Hashmi, Jan Styczynski, Mohamed A. Kharfan-Dabaja, Rehab M. Alblooshi, Rafael De La Camara, Sherif Mohmed, Alfadel Alshaibani, Simone Cesaro, Nashwa Abd El-Aziz, Reem Almaghrabi, Usama Gergis, Navneet S. Majhail, Roy F. Chemaly, Mahmoud Aljurf, Riad El Fakih

Hematology/Oncology and Stem Cell Therapy

Numerous studies have been published regarding outcomes of cancer patients infected with the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) virus causing the coronavirus disease 2019 (COVID-19) infection. However, most of these are single-center studies with a limited number of patients. To better assess the outcomes of this new infection in this subgroup of susceptible patients, we performed a systematic review and meta-analysis to evaluate the impact of COVID-19 infection on cancer patients. We performed a literature search using PubMed, Web of Science, and Scopus for studies that reported the risk of infection and complications of COVID-19 in cancer patients …

Clinical Characteristics, Risk Factors, And Outcomes Among A Large Midwestern U.S. Cohort Of Patients Hospitalized With Covid-19 Prior To Vaccine Availability, Viviana Zlochiver, Ana Cristina Perez Moreno, Michael Peterson, Khalil Odeh, Ashley Mainville, Katherine Busniewski, Jon Wrobel, Mohamed Hommeida, Blair Tilkens, Payal Sharma, Hlu Vang, Sara Walczak, Fekadesilassie Moges, Kritika Garg, A. Jamil Tajik, Suhail Q. Allaqaband, Tanvir Bajwa, M. Fuad Jan

Journal of Patient-Centered Research and Reviews

Purpose: The COVID-19 pandemic posed unprecedented demands on health care. This study aimed to characterize COVID-19 inpatients and examine trends and risk factors associated with hospitalization duration, intensive care unit (ICU) admission, and in-hospital mortality.

Methods: This retrospective study analyzed patients with SARS-CoV-2 infection hospitalized at an integrated health system between February 2, 2020, and December 12, 2020. Patient characteristics and clinical outcomes were obtained from medical records. Backward stepwise logistic regression analyses were used to identify independent risk factors of ICU admission and in-hospital mortality. Cox proportional hazards models were used to evaluate relationships between ICU admission and in-hospital …

Isolated Reoperative Tricuspid Valve Surgery: Outcomes And Risk Assessment, Tahir I. Mohamed, Omar J. Baqal, Abdulaziz A. Binzaid, Hussam T. Alhennawi, Abdulrahman R. Barakeh, Omar M. Mrayati, Aly M. Alsanei

Journal of the Saudi Heart Association

Objective To describe patient characteristics and post-operative outcomes, including early and late mortality, defined by death within 30 days and after 30 days post-surgery, respectively, as well as 20-year survival after isolated reoperative tricuspid surgery.

Methods We retrospectively analyzed 169 patients who underwent isolated reoperative tricuspid valve surgery at our institution (between 1997 and 2000) and describe post-surgical outcomes including intraoperative, early and late mortality. All patients included completed 21 years of follow-up.

Results The majority of our patients were females 147 (87%) with the mean age of 45.9 ±12.9 years. The mean body mass index (BMI, kg/m2) was 27.4 …

Depressive Symptoms As A Predictor Factor Of All-Cause Mortality Within Six Months In Elderly Hemodialysis Patients, Langgeng Perdhana, Shofa Chasan, Yudo Murti Mupangati, Siti Nuraini

Jurnal Penyakit Dalam Indonesia

Introduction. Depression is a mental disorder that is often found in the elderly and hemodialysis patients, resulting in bad effects on patients. There is no study on the relationship between depression and all-cause mortality risk in elderly hemodialysis patients in Indonesia. This study aimed to determine the role of depression as a predictor factor of all-cause mortality within 6 months in elderly hemodialysis patients. Methods. A prospective cohort study was conducted from February to August 2020 at the hemodialysis unit of Roemani Muhammadiyah Hospital, Semarang. The inclusion criteria were elderly patients (aged ≥60 years), undergoing hemodialysis ≥3 months, hemodialysis frequency …

The Effect Of Heparinoid As Systemic Prophylactic Anticoagulants On Covid-19 Patient Mortality And Its Safety Profiles: A Systematic Review And Meta-Analysis, Ariska Deffy Anggarany, Rani Sauriasari, Muhammad Alkaff, Famila Takhwifa, Hayatun Nufus, Diana Paramita

Pharmaceutical Sciences and Research

Coagulopathy is one of the complications of COVID-19 and is associated with a higher risk of mortality. However, evidence regarding the effectiveness and safety of anticoagulant therapy in various doses among COVID-19 patients is limited. This systematic review and meta-analysis aims to review and explore the effect of using heparinoids as a systemic anticoagulant at prophylactic doses on mortality in COVID-19 patients. Systematic searches were conducted of various databases (Pubmed, ScienceDirect, SpringerLink, Scopus, and ProQuest) covering the period 2019-2021. We assessed the quality of the articles using the STROBE checklist. Studies with a high risk of bias were excluded before …

Prognostic And Predictive Factors Of Mortality In Burn Patients At Dr. Cipto Mangunkusumo General Hospital, Indonesia, Muhamad Irfan A. Hasibuan, Yefta Moenadjat

The New Ropanasuri Journal of Surgery

Introduction. Some prognostic– and predictive factors in burn have never been investigated in Indonesian specific characteristics, which is delayed treatment. A study was conducted to determine prognostic and predictive factors in this specific characteristic.

Method. A retrospective cohort focused on burn mortality in extensive burns managed in CMGH from 1998–2010. Some known prognostic– and predictive factors and unknown ones were the variables of interest. Bivariate and multivariate using logistic regression analysis proceeded to find out these factors.

Results. Out of all factors investigated, the variables that showed a significant correlation were: TBSA, inhalation injury, Baux score, revised …

The Impact Of Patient-Dependent Risk Factors On Morbidity And Mortality Following Gastric Surgery For Malignancies, Bogdan Dumitriu, Sebastian Valcea, Gabriel Andrei, Mircea Beuran

Journal of Mind and Medical Sciences

Gastric cancer remains a leading cause of mortality worldwide. The treatment for gastric cancer is multimodal, in which gastrectomy remains the only curative approach. However, gastric resection is often associated with increased morbidity and mortality rates, depending on several factors. These factors can be attributed to the patient as comorbidities or effects of the disease upon him and, on the other hand, there are risk factors independent of the patient, such as aspects of the tumor (type, staging, location), experience of the surgical and anesthetic team, logistics of the hospital, yield of adjuvant therapies etc. We recognize the fact that …

In-Hospital Mortality Risk Factors Among Hospitalized Geriatric Patients: A Cohort Study On Tertiary Referral Hospital In Indonesia, Fadhil Abiyyu Yofi, Arlia Ayu Damayanti, Novira Widajanti

Jurnal Penyakit Dalam Indonesia

Introduction. Decreasing fertility rates and increasing life expectancy cause an increase in the population of the elderly, with the number of elderly in the world is estimated to increase from 9.3% in 2020 to 16.0% in 2050. 24.35% of the elderly in Indonesia experience illness, and 8.71% have been hospitalized in one year. This study aimed to determine the risk factors for the death of elderly who were hospitalized.

The Role Of Albumin And Hemoglobin As Predictors Of 28-Day Mortality In Elderly Sepsis Patients In Mohammad Hoesin Hospital Palembang, Widya Mandala Sari Gultom, Nur Riviati, Rizky Perdana, Syarif Husin

Jurnal Penyakit Dalam Indonesia

Introduction. Sepsis is defined as organ dysfunction caused by dysregulation of the host’s response to infection. The majority of sepsis are experienced by elderly patients with high mortality rates. In the condition of sepsis, there are various body mechanisms that cause a decrease in albumin and hemoglobin. This study is to determine the predictive value of albumin and hemoglobin levels on 28-day mortality of elderly sepsis patients.

Comparison Of Red Cell Distribution Width Values Towardsmortality In Adult And Elderly Hospital-Acquired Pneumoniapatients In Dr. Sardjito Hospital, Desty Gusti Sari, Rizka Humardewayanti Asdie, Heni Retnowulan

Jurnal Penyakit Dalam Indonesia

Introduction. Hospital-acquired pneumonia (HAP) is a major cause of morbidity and mortality. Red cell distribution width (RDW) is associated with mortality in patients with septic shock and community-acquired pneumonia (CAP). However, little is known about the effect of elevation of RDW value on mortality in HAP patients, especially in the elderly population who have a worse prognosis. This study aimed to determine the proportion of adult and elderly HAP patients who have an increase in RDW value and the relation between the increase in RDW value to the risk of mortality in HAP patients during hospitalization. Methods. A cross-sectional and …

Profile Of Patients Neutropenia Fever Unrelated To Chemotherapy In Dr. Cipto Mangunkusumo General Hospital, Gantira Danasasmita, Lie Khie Chen, Robert Sinto, Pringgodigdo Nugroho

Jurnal Penyakit Dalam Indonesia

Introduction. The condition of neutropenia increases the risk of infection. The causes of neutropenia are widely discussed as side effects of chemotherapy, but patients with neutropenia who are not due to side effects of chemotherapy are increasing in number. This study aims to provide an overview of the characteristics of neutropenic fever population unrelated to chemotherapy. Method. The study was conducted retrospectively on the medical records of neutropenic fever patients who were not chemotherapy-related in the National Hospital Dr. Cipto Mangunkusumo in January 2018-November 2019. Variables studied included demographic, clinical characteristics, classification of multinational association of supportive care in cancer …

Prediction Model Of 30-Day Mortality In Elderly Patients Admitted To Geriatric Acute Ward Using Comprehensive Geriatric Assessment Domain, Noto Dwimartutie, Slti Setiati, Edy Rizal Wahyudi, Kuntjoro Harimurti

Jurnal Penyakit Dalam Indonesia

No abstract provided.

The Prognostic Impact Of Pulse Pressure In Acute Heart Failure: Insights From The Hearts Registry, Alwaleed Aljohar, Khalid Alhabib, Hussam Alfaleh, Ahmad Hersi, Waleed Al Habeeb, Anhar Ullah, Abdelfatah Elasfar, Ali Almasood, Abdullah Ghabashi, Layth Mimish, Saleh Alghamdi Alghamdi, Ahmed Abuosa, Asif Malik, Gamal Abdin Hussein, Mushabab Al Murayeh, Tarek Kashour

Journal of the Saudi Heart Association

Background: Low pulse pressure predicts long-term mortality in chronic heart failure, but its prognostic value in acute heart failure is less understood. The present study was designed to examine the prognostic value of pulse pressure in acute heart failure.

Methods: Pulse pressure was tested for its impact on short- and long-term mortality in all patients admitted with acute heart failure from October 2009 to December 2010 in eighteen tertiary centers in Saudi Arabia (n ¼ 2609). All comparisons were based on the median value (50 mmHg). Heart failure with reduced ejection fraction was defined as less than 40%.

Results: Low …

Outcomes Of Patients Hospitalized With Community-Acquired Pneumonia With Liver Disease Or Cirrhosis., Bibodh Jung Karki, Sravan K. Ponnekanti, Vidyulata Salunkhe, Nishita Tripathi, Mahder A. Tella, Stephen P. Furmanek, Forest W. Arnold

The University of Louisville Journal of Respiratory Infections

Introduction: Liver disease and cirrhosis are common causes of mortality worldwide. Community-acquired pneumonia is recognized as a significant cause of morbidity and mortality in this population of adults. There is a lack of data regarding outcomes or prognosis in patients with liver dysfunction who develop CAP. The objective of this study was to evaluate the clinical characteristics, incidence, and outcomes of hospitalized patients with CAP and liver disease.

Methods: This was a secondary analysis of the University of Louisville Pneumonia Study, which was a prospective population-based cohort study of adults hospitalized with community-acquired pneumonia. All patients were divided into three …

Systemic Immune-Inflammation Index Predicts Mortality In Infective Endocarditis, Hicaz Z. Agus, Serkan Kahraman, Cagdas Arslan, Ceren Yildirim, Mehmet Erturk, Ali K. Kalkan, Mustafa Yildiz

Journal of the Saudi Heart Association

Objectives: The aim of our study was to evaluate the usefulness of systemic immune-inflammation index (SII) at admission in predicting in-hospital mortality in patients with infective endocarditis. Methods: 133 definite IE patients (≥18 years) according to modified Duke criteria, treated in our tertiary care hospital between December 2009 and May 2019, were retrospectively analysed. Symptoms, comorbidities, predisposing valvular diseases, prosthetic valve, device, history of injectable drug use, blood culture results, echocardiography findings, and complications were collected. We calculated the SII as follows: SII¼platelet count£neutrophil count/lymphocyte count at admission. Results: The median age of the patients was 56 (40e66) years. Prosthetic …

Diabetes Mellitus And Necrotizing Fasciitis – A Deadly Combination; Case Report, Alexandra Toma, Laura Mazilu, Andra Iulia Suceveanu, Florentina Gherghiceanu, Camelia Sandu, Cristina Bica, Liliana Florina Andronache, Ioana Paunica, Lavinia Alexandra Moroianu

Journal of Mind and Medical Sciences

Necrotizing fasciitis is a rapidly destructive affliction of soft tissues, with a mortality rate that may reach 73% of the cases. It is characterized by a progressive inflammation and extended necrosis of the subcutaneous tissue and the fascia. Necrotizing fasciitis was first described in 1848, and later in 1920 Meleney identified 20 patients in China in which the infection was presumably triggered by hemolytic streptococcus, linking pathological bacteria to the condition. In 1952, Wilson coined the term necrotizing fasciitis although without successfully identifying the specific pathological bacteria involved. In most cases, both risk and aggravating factors are present, the main …

Comparison Of Mortality Between Intravenous Albumin And No Intravenous Albumin In Sepsis Patients With Hypoalbuminemia Conditions And Factors That Influence The Mortality Of Sepsis Patients, Mochammad Jalalul Marzuki, Supriono Supriono, Bogi Pratomo, Syifa Mustika

Jurnal Penyakit Dalam Indonesia

Introduction. Hypoalbuminemia is a strong predictor of mortality in nonoperative and operative patients. Albumin plays a role in maintaining oncotic pressure in critical conditions such as sepsis. The administration of exogenous Human Serum Albumin (HSA) in sepsis with hypoalbuminemia conditions is still controversial with varying outcomes.This study aimed to know the mortality ratio between intravenous albumin administration and no intravenous albumin administration in sepsis patients with hypoalbuminemia conditions and also to know the factors that influence the mortality of sepsis patients. Methods. An observational study with a prospective approach involving 75 research subjects aged >18 years with sepsis accompanied by …

Severity Of Disease And Mortality For Hospitalized Patients With Community-Acquired Viral Pneumonia Compared To Patients With Community-Acquired Bacterial Pneumonia, Richard Y. Kim, Thomas Chandler, Stephen P. Furmanek, Timothy Lee Wiemken, Rodrigo Cavallazzi

The University of Louisville Journal of Respiratory Infections

Background: There exists a large body of literature to help identify, diagnose, treat, and manage community-acquired pneumonia (CAP). Despite this, there is little data that directly compares the clinical syndromes and complications of pure bacterial pneumonia to pure viral pneumonia. Our study compares the clinical presentation, morbidity and mortality of viral vs. bacterial etiologies of CAP.

Methods: This was a secondary data analysis of the Community-Acquired Pneumonia Organization (CAPO) international study database. Data was collected concerning patient demographics, physical examination findings, laboratory findings, radiological findings, severity of illness, and clinical outcomes and stratified according to the two study groups, CAVP …

Predicting Adverse Outcomes In End Stage Renal Disease: Machine Learning Applied To The United States Renal Data System, Zeid Khitan, Alexis D. Jacob, Courtney Balentine, Adam N. Jacob, Juan R. Sanabria, Joseph I. Shapiro

Marshall Journal of Medicine

We examined machine learning methods to predict death within six months using data derived from the United States Renal Data System (USRDS). We specifically evaluated a generalized linear model, a support vector machine, a decision tree and a random forest evaluated within the context of K-10 fold validation using the CARET package available within the open source architecture R program. We compared these models with the feed forward neural network strategy that we previously reported on with this data set.