Allison Murata
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View article: Effect of vaccination on the case fatality rate for COVID-19 infections 2020–2021: multivariate modelling of data from the US Department of Veterans Affairs
Effect of vaccination on the case fatality rate for COVID-19 infections 2020–2021: multivariate modelling of data from the US Department of Veterans Affairs Open
Objectives To evaluate the benefits of vaccination on the case fatality rate (CFR) for COVID-19 infections. Design, setting and participants The US Department of Veterans Affairs has 130 medical centres. We created multivariate models from…
View article: MACE prediction using high-dimensional machine learning and mechanistic interpretation: A longitudinal cohort study in US veterans
MACE prediction using high-dimensional machine learning and mechanistic interpretation: A longitudinal cohort study in US veterans Open
High dimensional predictive models of Major Adverse Cardiac Events (MACE), which includes heart attack (AMI), stroke, and death caused by cardiovascular disease (CVD), were built using four longitudinal cohorts of Veterans Administration (…
View article: Chronic use of non-steroidal anti-inflammatory drugs (NSAIDs) or acetaminophen and relationship with mortality among United States Veterans after testing positive for COVID-19
Chronic use of non-steroidal anti-inflammatory drugs (NSAIDs) or acetaminophen and relationship with mortality among United States Veterans after testing positive for COVID-19 Open
Non-steroidal anti-inflammatory drugs (NSAIDs) and acetaminophen are among the most-frequently used medications. Although these medications have different mechanisms of action, they have similar indications and treatment duration has been …
View article: BASELINE METABOLIC PROFILING AND RISK OF DEATH FROM COVID-19
BASELINE METABOLIC PROFILING AND RISK OF DEATH FROM COVID-19 Open
Objective To derive a predicted probability of death (PDeathLabs) based upon complete value sets for 11 clinical measurements (CM) obtained on patients prior to their diagnosis of coronavirus disease (COVID-19). PDeathLabs is intended for …
View article: A NOVEL METHOD FOR HANDLING PRE-EXISTING CONDITIONS IN PREDICTION MODELS FOR COVID-19 DEATH
A NOVEL METHOD FOR HANDLING PRE-EXISTING CONDITIONS IN PREDICTION MODELS FOR COVID-19 DEATH Open
Objective To derive a predicted probability of death (PDeathDx) based upon complete sets of ICD-10 codes assigned to patients prior to their diagnosis of COVID-19. PDeathDx is intended for use as a summary metric for pre-existing condition…
View article: SUSTAINED BENEFICIAL EFFECTS OF VACCINATION ON THE CASE FATALITY RATE FOR COVID-19 INFECTIONS
SUSTAINED BENEFICIAL EFFECTS OF VACCINATION ON THE CASE FATALITY RATE FOR COVID-19 INFECTIONS Open
Objective To evaluate the benefits of vaccination on the case fatality rate (CFR) for COVID-19 infections. Design Multivariate modeling of data from electronic medical records Setting 130 medical centers of the United States Department of …
View article: A novel method for handling pre-existing conditions in multivariate prediction model development for COVID-19 death in the Department of Veterans Affairs
A novel method for handling pre-existing conditions in multivariate prediction model development for COVID-19 death in the Department of Veterans Affairs Open
Many mathematical models have been proposed to predict death following the Coronavirus Disease 2019 (COVID-19); all started with comorbidity subsets for this still-little understood disease. Thus, we derived a novel predicted probability o…
View article: VA Rapidly Reduces Adverse Clinical Events Following Randomized Clinical Trial Showing Harm
VA Rapidly Reduces Adverse Clinical Events Following Randomized Clinical Trial Showing Harm Open
The VA has policies directing communication between Research, Pharmacy Benefits Management (PBM) and health care providers to decrease time between research findings and clinical practice implementation. A randomized double‐blind trial of …
View article: Development and validation of prediction rules to target care intensification in veteran patients with diabetes
Development and validation of prediction rules to target care intensification in veteran patients with diabetes Open
Background Diabetes affects 30.3 million people in the USA. Among these people, a major risk factor for microvascular complications is having a glycated haemoglobin (HbA1c) value of ≥75 mmol/mol; therefore, it would be helpful to identify …
View article: MP33-05 A 10 YEAR ANALYSIS OF CHRONIC PELVIC PAIN AND CHRONIC NARCOTIC USE IN THE MALE VETERAN POPULATION
MP33-05 A 10 YEAR ANALYSIS OF CHRONIC PELVIC PAIN AND CHRONIC NARCOTIC USE IN THE MALE VETERAN POPULATION Open
You have accessJournal of UrologyGeneral & Epidemiological Trends & Socioeconomics: Practice Patterns, Quality of Life and Shared Decision Making I (MP33)1 Apr 2019MP33-05 A 10 YEAR ANALYSIS OF CHRONIC PELVIC PAIN AND CHRONIC NARCOTIC USE …
View article: A 10-yr Analysis of Chronic Pelvic Pain and Chronic Opioid Therapy in the Women Veteran Population
A 10-yr Analysis of Chronic Pelvic Pain and Chronic Opioid Therapy in the Women Veteran Population Open
The distinct pattern of prescribing shown in this cohort may mean COT is prescribed for CPP and this prescribing pattern contributes to the adverse events associated with COT. As COT is not recommended for CPP, physicians need more educati…
View article: Military Sexual Trauma in Female Veterans is Associated With Chronic Pain Conditions
Military Sexual Trauma in Female Veterans is Associated With Chronic Pain Conditions Open
A history of MST is associated with chronic pain diagnoses. Weaknesses of this study are those applicable to analyses of any retrospective database study. Specifically, the data are limited by the accuracy of physician coding and reporting…
View article: Ethnic Disparities in Emergency Severity Index Scores among U.S. Veteran’s Affairs Emergency Department Patients
Ethnic Disparities in Emergency Severity Index Scores among U.S. Veteran’s Affairs Emergency Department Patients Open
The findings suggest the possibility that subgroups of VA patients receive different ESI ratings in triage, which may have cascading, downstream consequences for patient treatment quality, satisfaction with care, and trust in the health eq…