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AHRQ Research Studies
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Research Studies is a compilation of published research articles funded by AHRQ or authored by AHRQ researchers.
Results
176 to 200 of 756 Research Studies DisplayedKhera R, Kondamudi N, Zhong L
Temporal trends in heart failure incidence among Medicare
This retrospective, national cohort study looked at temporal trends in heart failure (HF) incidence among Medicare beneficiaries from 2011 to 2016. There had been a decline in claims during that time period. Five percent of all fee-for-service Medicare beneficiaries with no prior HF diagnosis were followed up from 2011-2016. Annual trends were examined in HF incidence among groups with and without primary HF risk factors (hypertension, diabetes, and obesity) and predisposing cardiovascular conditions (acute myocardial infarction (MI) and atrial fibrillation (AF). Of the approximately 1.8 million Medicare beneficiaries at risk for HF, 249,832 had a new diagnosis of HF. The prevalence of all 5 risk factors had increased during the 5-year study period. There was a relative decline in HF incidence among beneficiaries with primary HF risk factors, but incidence increased among individuals with acute MI and AF.
AHRQ-funded; HS022418.
Citation: Khera R, Kondamudi N, Zhong L .
Temporal trends in heart failure incidence among Medicare
JAMA Netw Open 2020 Oct;3(10):e2022190. doi: 10.1001/jamanetworkopen.2020.22190.
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Keywords: Heart Disease and Health, Cardiovascular Conditions, Medicare, Risk, Elderly, Mortality
Saleh SN, Makam AN, Halm EA,
Can we predict early 7-day readmissions using a standard 30-day hospital readmission risk prediction model?
Despite focus on preventing 30-day readmissions, early readmissions (within 7 days of discharge) may be more preventable than later readmissions (8-30 days). In this study, the investigators assessed how well a previously validated 30-day EHR-based readmission model predicted 7-day readmissions and compared differences in strength of predictors. They suggested that improvements in predicting early 7-day readmissions will likely require new risk factors proximal to day of discharge.
AHRQ-funded; HS022418.
Citation: Saleh SN, Makam AN, Halm EA, .
Can we predict early 7-day readmissions using a standard 30-day hospital readmission risk prediction model?
BMC Med Inform Decis Mak 2020 Sep 15;20(1):227. doi: 10.1186/s12911-020-01248-1..
Keywords: Hospital Readmissions, Hospitals, Risk, Transitions of Care, Electronic Health Records (EHRs), Health Information Technology (HIT)
Shah SC, Itzkowitz SH
Reappraising risk factors for inflammatory bowel disease-associated neoplasia: implications for colonoscopic surveillance in IBD.
One of the most feared complications of inflammatory bowel disease [IBD]-associated colitis is colorectal cancer. An opportunity for early detection is being missed in a group that is overlooked as high-risk, as a substantial proportion of colorectal cancers are being diagnosed in individuals with colonic IBD who have disease duration shorter than when guidelines recommend surveillance initiation. In this study, the investigators discuss a viewpoint that supports a paradigm shift that will ideally result in a more effective and higher-value colorectal cancer prevention approach in IBD.
AHRQ-funded; HS026395.
Citation: Shah SC, Itzkowitz SH .
Reappraising risk factors for inflammatory bowel disease-associated neoplasia: implications for colonoscopic surveillance in IBD.
J Crohns Colitis 2020 Sep 7;14(8):1172-77. doi: 10.1093/ecco-jcc/jjaa040..
Keywords: Digestive Disease and Health, Risk, Cancer: Colorectal Cancer, Cancer, Colonoscopy, Prevention, Diagnostic Safety and Quality, Screening
Selden TM, Berdahl TA
AHRQ Author: Selden TM, Berdahl TA
COVID-19 and racial/ethnic disparities in health risk, employment, and household composition.
In this study, the investigators used data from the Medical Expenditure Panel Survey to explore potential explanations for racial-ethnic disparities in coronavirus disease 2019 (COVID-19) hospitalizations and mortality. The authors found that black adults in every age group were more likely than whites to have health risks associated with severe COVID-19 illness. However, whites were older on average than blacks.
AHRQ-authored.
Citation: Selden TM, Berdahl TA .
COVID-19 and racial/ethnic disparities in health risk, employment, and household composition.
Health Aff 2020 Sep;39(9):1624-32. doi: 10.1377/hlthaff.2020.00897..
Keywords: Medical Expenditure Panel Survey (MEPS), COVID-19, Disparities, Racial and Ethnic Minorities, Risk
Daigle CH, Fiadjoe JE, Laverriere EK
Difficult bag-mask ventilation in critically ill children is independently associated with adverse events.
This study looked at the epidemiology, risk factors, and clinical implications of difficult bag-mask ventilation among critically ill children. The prevalence and risk factors are described as well as its association with adverse tracheal intubation-associated events and oxygen desaturation in PICU patients. This retrospective review used observational data collected from a multicenter tracheal intubation database (National Emergency Airway Registry for Children) from January 2013 to December 2018 from 46 international PICUs. Difficult bag-mask ventilation was reported in 9.5% of 15,810 patients undergoing tracheal intubation with bag-mask ventilation. Difficult bag-mask ventilation was more commonly reported with increasing age, those with a primary respiratory diagnosis/indication for tracheal intubation, presence of difficulty airway features, more experienced provider level, and tracheal intubations without use of neuromuscular blockade. Specific intubation-associated or oxygen desaturation events occurred in 40.2% of patients with reported difficult bag-mask ventilation versus 19.8% in patients without difficult bag-mask ventilation.
AHRQ-funded; HS021583; HS022464; HS024511.
Citation: Daigle CH, Fiadjoe JE, Laverriere EK .
Difficult bag-mask ventilation in critically ill children is independently associated with adverse events.
Crit Care Med 2020 Sep;48(9):e744-e52. doi: 10.1097/ccm.0000000000004425..
Keywords: Children/Adolescents, Critical Care, Intensive Care Unit (ICU), Adverse Events, Risk
Strobel RJ, Harrington SD, Hill C
Evaluating the impact of pneumonia prevention recommendations after cardiac surgery.
Pneumonia is the most prevalent healthcare-associated infection after coronary artery bypass grafting (CABG), but the relative effectiveness of strategies to reduce its incidence remains unclear. In this study, the investigators evaluated the relationship between healthcare-associated infection recommendations and risk of pneumonia after CABG. These pneumonia prevention recommendations may serve as effective targets for avoiding postoperative healthcare-associated infections.
AHRQ-funded; HS022535; HS022909.
Citation: Strobel RJ, Harrington SD, Hill C .
Evaluating the impact of pneumonia prevention recommendations after cardiac surgery.
Ann Thorac Surg 2020 Sep;110(3):903-10. doi: 10.1016/j.athoracsur.2019.12.053..
Keywords: Pneumonia, Cardiovascular Conditions, Surgery, Healthcare-Associated Infections (HAIs), Adverse Events, Prevention, Evidence-Based Practice, Guidelines, Risk
Tassone C, Keshavjee K, Paglialonga A
Evaluation of mobile apps for treatment of patients at risk of developing gestational diabetes.
This study evaluated mobile apps using a theory-based evaluation framework to discover their applicability for patients at risk of gestational diabetes. It assessed how well the existing mobile apps on the market met the information and tracking needs of patients with gestational diabetes and evaluated the feasibility of how to integrate these apps into patient care.
AHRQ-funded; HS021495; HS24869.
Citation: Tassone C, Keshavjee K, Paglialonga A .
Evaluation of mobile apps for treatment of patients at risk of developing gestational diabetes.
Health Informatics J 2020 Sep;26(3):1983-94. doi: 10.1177/1460458219896639..
Keywords: Diabetes, Risk, Health Information Technology (HIT), Women
Burke RE, Canamucio A, Medvedeva E
External validation of the skilled nursing facility prognosis score for predicting mortality, hospital readmission, and community discharge in veterans.
The goal of this study was to evaluate the Skilled Nursing Facility (SNF) Prognosis Score’s performance in an external validation cohort. Participants were previously community-dwelling veterans who received post-acute care in a SNF; both VA and non-VA hospitals and SNFs were included. Findings showed that the SNF Prognosis Score had reasonable discrimination and calibration, and it was simple to calculate using an admission SNF assessment and a nomogram. Recommendations included future work embedding the score into practice in order to determine real-world feasibility, acceptability, and effectiveness.
AHRQ-funded; HS026116.
Citation: Burke RE, Canamucio A, Medvedeva E .
External validation of the skilled nursing facility prognosis score for predicting mortality, hospital readmission, and community discharge in veterans.
J Am Geriatr Soc 2020 Sep;68(9):2090-94. doi: 10.1111/jgs.16650..
Keywords: Nursing Homes, Risk, Health Services Research (HSR)
Makelarski JA, DePumpo M, Boyd K
Implementation of systematic community resource referrals at small primary care practices to promote cardiovascular disease self-management.
The purpose of this study was to describe outcomes from implementation of a community resource referral system into small clinical practices to reduce cardiovascular disease risk. HealtheRx-H3, a printed list of resources for patients, was created. It was feasible to create practice-specific HealtheRx-H3s; however, systematic distribution of HealtheRx-H3s using digital electronic health record integration was found to be infeasible. Successful implementation of quality improvement strategies to systematize community resource referral solutions was feasible at small practices, but more research was recommended in order to understand what motivates small practices to participate in implementation of these solutions.
AHRQ-funded; HS023921.
Citation: Makelarski JA, DePumpo M, Boyd K .
Implementation of systematic community resource referrals at small primary care practices to promote cardiovascular disease self-management.
J Healthc Qual 2020 Sep/Oct;42(5):278-86. doi: 10.1097/jhq.0000000000000234..
Keywords: Cardiovascular Conditions, Risk, Community-Based Practice, Patient Self-Management, Education: Patient and Caregiver, Primary Care, Implementation, Lifestyle Changes
Koller KR, Day GE, Hiratsuka VY
Increase in diabetes among urban Alaska Native people in the Alaska EARTH follow-up study: a call for prediabetes screening, diagnosis, and referral for intervention.
This study estimated incidence of diabetes (DM) and pre-DM relative to DM risk factors among relatively healthy Alaska Native and American Indian (AN) adults living in urban south-central Alaska. Results showed that, controlling for age and sex, obesity, abdominal adiposity, pre-DM, and metabolic syndrome independently increased DM risk. Recommendations included advising health care providers of AN populations to seize the opportunity to screen, refer, and treat individuals with pre-DM and other modifiable DM risk factors prior to DM diagnosis in order to alter the epidemiologic course of disease progression in this urban AN population.
AHRQ-funded; HS000084.
Citation: Koller KR, Day GE, Hiratsuka VY .
Increase in diabetes among urban Alaska Native people in the Alaska EARTH follow-up study: a call for prediabetes screening, diagnosis, and referral for intervention.
Diabetes Res Clin Pract 2020 Sep;167:108357. doi: 10.1016/j.diabres.2020.108357..
Keywords: Diabetes, Racial and Ethnic Minorities, Urban Health, Risk, Prevention, Screening, Diagnostic Safety and Quality, Chronic Conditions
Zachariah P, Sanabria E, Liu J
Novel strategies for predicting healthcare-associated infections at admission: implications for nursing care.
Accurate, real-time models to predict hospital adverse events could facilitate timely and targeted interventions to improve patient outcomes. Advances in computing enable the use of supervised machine learning (SML) techniques to predict hospital-onset infections. The purpose of this study was to trial SML methods to predict urinary tract infections (UTIs) during inpatient hospitalization at the time of admission.
AHRQ-funded; HS024915.
Citation: Zachariah P, Sanabria E, Liu J .
Novel strategies for predicting healthcare-associated infections at admission: implications for nursing care.
Nurs Res 2020 Sep/Oct;69(5):399-403. doi: 10.1097/nnr.0000000000000449..
Keywords: Urinary Tract Infection (UTI), Healthcare-Associated Infections (HAIs), Adverse Events, Patient Safety, Risk
Schlick CJR, Merkow RP, Yang AD
Post-discharge venous thromboembolism after pancreatectomy for malignancy: predicting risk based on preoperative, intraoperative, and postoperative factors.
Extended chemoprophylaxis is recommended for high-risk patients following pancreatectomy for malignancy. However, quantifying risk remains difficult. In this study, the investigators sought to (a) identify factors associated with post-discharge venous thromboembolism (VTE) following pancreatectomy for malignancy and (b) develop a post-discharge VTE risk calculator to identify high-risk patients. The investigators concluded that preoperative, intraoperative, and postoperative factors were associated with post-discharge VTE following pancreatectomy for malignancy.
AHRQ-funded; HS026385.
Citation: Schlick CJR, Merkow RP, Yang AD .
Post-discharge venous thromboembolism after pancreatectomy for malignancy: predicting risk based on preoperative, intraoperative, and postoperative factors.
J Surg Oncol 2020 Sep 15;122(4):675-83. doi: 10.1002/jso.26046..
Keywords: Cancer, Surgery, Treatments, Blood Clots, Risk
Song J, Cohen B, Zachariah P
Temporal change of risk factors in hospital-acquired Clostridioides difficile infection using time-trend analysis.
Given recent changes in the epidemiology of Clostridioides difficile infection (CDI) and prevention efforts, the authors investigated temporal changes over a period of 11 years (2006-2016) in incidence and risk factors for CDI using a retrospective matched case-control study design. The investigators concluded that although the incidence of HA-CDI decreased over time, CA-CDI simultaneously increased.
Citation: Song J, Cohen B, Zachariah P .
Temporal change of risk factors in hospital-acquired Clostridioides difficile infection using time-trend analysis.
Infect Control Hosp Epidemiol 2020 Sep;41(9):1048-57. doi: 10.1017/ice.2020.206..
Keywords: Clostridium difficile Infections, Healthcare-Associated Infections (HAIs), Risk, Patient Safety
Oates GR, Baker E, Rowe SM
Tobacco smoke exposure and socioeconomic factors are independent predictors of pulmonary decline in pediatric cystic fibrosis.
This longitudinal study evaluates the effects of tobacco smoke exposure and socioeconomic factors on pulmonary decline in pediatric cystic fibrosis (CF). Data from the CF Foundation Patient Registration was obtained for patients who were 6-18 years old at the end of 2016. Lung function measures (ppFEV(1)) for 10,895 individuals was calculated at each attained age. At age 6, lung function was 4.7% lower among smoke-exposed children than among unexposed with this deficit continuing through age 18. Smoke exposure and socioeconomic factors had independent, additive associations with lung function. Factors that declined ppFEV(1) include smoke exposure (2.4%), lower paternal education (4.9%), public insurance (0.3%), and increased 0.2% with each $10,000 annual household income.
AHRQ-funded; HS023009.
Citation: Oates GR, Baker E, Rowe SM .
Tobacco smoke exposure and socioeconomic factors are independent predictors of pulmonary decline in pediatric cystic fibrosis.
J Cyst Fibros 2020 Sep;19(5):783-90. doi: 10.1016/j.jcf.2020.02.004..
Keywords: Children/Adolescents, Respiratory Conditions, Tobacco Use, Social Determinants of Health, Risk
Tischendorf J, Brunner M, Knobloch MJ
Evaluation of a successful fluoroquinolone restriction intervention among high-risk patients: a mixed-methods study.
In this study, the investigators conducted a quality improvement initiative to restrict fluoroquinolone prescribing on two inpatient units housing high-risk patients and applied a human factors approach to understanding the barriers and facilitators to success of this intervention by front-line providers. The authors concluded that Fluoroquinolones can be safely restricted even among high-risk patients without negatively impacting length of stay, readmissions or mortality. Their study provides a framework for successful antimicrobial stewardship interventions informed by perceptions of front line providers.
AHRQ-funded; HS026226.
Citation: Tischendorf J, Brunner M, Knobloch MJ .
Evaluation of a successful fluoroquinolone restriction intervention among high-risk patients: a mixed-methods study.
PLoS One 2020 Aug 25;15(8):e0237987. doi: 10.1371/journal.pone.0237987..
Keywords: Antimicrobial Stewardship, Antibiotics, Medication, Risk
Hoffman GJ, Tinetti ME, Ha J
Prehospital and posthospital fall injuries in older US adults.
Investigators estimated the risk of older adult fall injury within and across discrete periods during a 12-month care episode anchored by an acute hospitalization using national data from 2006 to 2014. Participants in this cohort study included Medicare fee-for-service beneficiaries aged 65 and older from the Health and Retirement Study. The investigators found that an episode-based assessment of fall injury illustrated substantial variability in period-specific risks over an extended period including an anchor hospitalization. Risk transitions between periods included sizable increases just before hospitalization that do not fully subside after hospital discharge. Financial incentives to coordinate hospital and posthospital care for patients at risk for fall injury are needed.
AHRQ-funded; HS025838.
Citation: Hoffman GJ, Tinetti ME, Ha J .
Prehospital and posthospital fall injuries in older US adults.
JAMA Netw Open 2020 Aug 3;3(8):e2013243. doi: 10.1001/jamanetworkopen.2020.13243..
Keywords: Elderly, Falls, Injuries and Wounds, Risk, Hospitalization, Medicare
O'Halloran JA, Sahrmann J, Butler AM
Brief report: integrase strand transfer inhibitors are associated with lower risk of incident cardiovascular disease in people living with HIV.
AHRQ-funded; HS019455.
Citation: O'Halloran JA, Sahrmann J, Butler AM .
Brief report: integrase strand transfer inhibitors are associated with lower risk of incident cardiovascular disease in people living with HIV.
J Acquir Immune Defic Syndr 2020 Aug 1;84(4):396-99. doi: 10.1097/qai.0000000000002357..
Keywords: Human Immunodeficiency Virus (HIV), Cardiovascular Conditions, Medication, Stroke, Heart Disease and Health, Risk
Wu S, Mulcahy J, Kasper JD
Comparing survey-based frailty assessment to Medicare claims in predicting health outcomes and utilization in Medicare beneficiaries.
The purpose of this study was to assess two models for the prediction of health utilization and functions using standardized in-person assessments of frailty and administrative claims-based geriatric risk measures among Medicare fee-for-service beneficiaries aged 65 years and above. Outcomes of hospitalizations, death, and functional help were investigated for participants in the 2011 National Health and Aging Trends Study.
AHRQ-funded; HS000029.
Citation: Wu S, Mulcahy J, Kasper JD .
Comparing survey-based frailty assessment to Medicare claims in predicting health outcomes and utilization in Medicare beneficiaries.
J Aging Health 2020 Aug-Sep;32(7-8):764-77. doi: 10.1177/0898264319851995..
Keywords: Elderly, Medicare, Healthcare Utilization, Risk
Mohapatra A, Strope SA, Liu N
Importance of long-term follow-up after endoscopic management for upper tract urothelial carcinoma and factors leading to surgical management.
Patients undergoing endoscopic management for upper tract urothelial carcinoma often progress to definitive therapy with radical nephroureterectomy. This study examined the rate of progression as well as risk factors for transitions in treatment over time. The investigators found that patients who progressed to radical nephroureterectomy after endoscopic management had fewer comorbid conditions and changes in disease status including visible lesions on ureteroscopy and positive biopsies.
AHRQ-funded; HS19455.
Citation: Mohapatra A, Strope SA, Liu N .
Importance of long-term follow-up after endoscopic management for upper tract urothelial carcinoma and factors leading to surgical management.
Int Urol Nephrol 2020 Aug;52(8):1465-69. doi: 10.1007/s11255-020-02439-5..
Keywords: Cancer, Surgery, Risk, Care Management
Rinke ML, Oyeku SO, Heo M
Pediatric ambulatory catheter-associated urinary tract infections (CAUTIs): incidence, risk factors, and patient outcomes.
Catheter-associated urinary tract infections (CAUTIs) occur frequently in pediatric inpatients, and they are associated with increased morbidity and cost. Few studies have investigated ambulatory CAUTIs, despite at-risk children utilizing home urinary catheterization. This retrospective cohort and case-control study determined incidence, risk factors, and outcomes of pediatric patients with ambulatory CAUTI. The investigators concluded that pediatric ambulatory CAUTIs occurred in 18% of patients with catheters; they were associated with morbidity and healthcare utilization. Ambulatory indwelling catheter CAUTI incidence exceeded national inpatient incidence.
AHRQ-funded; HS024432.
Citation: Rinke ML, Oyeku SO, Heo M .
Pediatric ambulatory catheter-associated urinary tract infections (CAUTIs): incidence, risk factors, and patient outcomes.
Infect Control Hosp Epidemiol 2020 Aug;41(8):891-99. doi: 10.1017/ice.2020.204..
Keywords: Children/Adolescents, Catheter-Associated Urinary Tract Infection (CAUTI), Urinary Tract Infection (UTI), Healthcare-Associated Infections (HAIs), Risk, Ambulatory Care and Surgery, Adverse Events
Griffey RT, Schneider RM, Todorov AA
The emergency department trigger tool: a novel approach to screening for quality and safety events.
The goal of this study was to develop an automated version of a previously developed emergency department (ED) trigger tool to track the likelihood of an adverse event. Thirty triggers were associated with risk of harm. The authors identified 1,726 records out of 76,894 ED visits with greater than or equal to 1 trigger. They compared the results of the automated tool to the previous version and found it performed well. They began with a broad set of candidate triggers and validated a computerized query that eliminates the need for manual screening of triggers and also identified a refined set of triggers associated with adverse events in the ED.
AHRQ-funded; HS025052.
Citation: Griffey RT, Schneider RM, Todorov AA .
The emergency department trigger tool: a novel approach to screening for quality and safety events.
Ann Emerg Med 2020 Aug;76(2):230-40. doi: 10.1016/j.annemergmed.2019.07.032..
Keywords: Emergency Department, Patient Safety, Adverse Events, Medical Errors, Quality of Care, Risk
Greenzang KA, Fasciano KM, Block SD
Early information needs of adolescents and young adults about late effects of cancer treatment.
This study evaluated the importance, quality, and implications of information about late effects in adolescents and young adults (AYA) recently diagnosed with cancer. Surveying AYAs with cancer who were 15 to 29 years old and were treated at the Dana-Farber Cancer Institute, researchers found that most AYAs with cancer value early information about the risks of late effects and infertility, yet many patients felt that they had not received high-quality information about these topics. They recommended the development of age-appropriate late-effect communication strategies that recognize high AYA distress to address the gap between desired information and perceived information quality.
AHRQ-funded; HS022986.
Citation: Greenzang KA, Fasciano KM, Block SD .
Early information needs of adolescents and young adults about late effects of cancer treatment.
Cancer 2020 Jul 15;126(14):3281-88. doi: 10.1002/cncr.32932..
Keywords: Children/Adolescents, Young Adults, Cancer, Education: Patient and Caregiver, Clinician-Patient Communication, Communication, Risk
Assimon MM, Wang L, Pun PH
Use of QT prolonging medications by hemodialysis patients and individuals without end-stage kidney disease.
Investigators characterized the extent and patterns of QT-interval prolonging medication use by adult hemodialysis patients and individuals without end-stage kidney disease annually from 2012 to 2016. They found that hemodialysis patients used QT prolonging medications with known torsades de pointes risk more extensively than individuals without end-stage kidney disease. They recommended future studies evaluating the cardiac safety of these drugs in the hemodialysis population.
AHRQ-funded; HS026801.
Citation: Assimon MM, Wang L, Pun PH .
Use of QT prolonging medications by hemodialysis patients and individuals without end-stage kidney disease.
J Am Heart Assoc 2020 Jul 7;9(13):e015969. doi: 10.1161/jaha.120.015969..
Keywords: Medication, Medication: Safety, Adverse Drug Events (ADE), Adverse Events, Kidney Disease and Health, Risk
Bushnell GA, Gerhard T, Crystal S
Benzodiazepine treatment and fracture risk in young persons with anxiety disorders.
This study examined whether benzodiazepine treatment increases fall and fracture risk in young persons as it has been shown to do in older adults. They examined whether children (6-17 years) and young adults (18-24) recently diagnosed with anxiety disorder had an increased fracture risk. A cohort of commercially insured children and young adults who had initiated use of benzodiazepine or SSRIs were followed for 3 months, or until fracture, treatment discontinuation or switching or disenrollment occurred. The cohort consisted of 120,715 children and 179,768 young adults. There was an increased fracture rate found in children, but not young adults.
AHRQ-funded; HS026001.
Citation: Bushnell GA, Gerhard T, Crystal S .
Benzodiazepine treatment and fracture risk in young persons with anxiety disorders.
Pediatrics 2020 Jul;146(1):e20193478. doi: 10.1542/peds.2019-3478..
Keywords: Children/Adolescents, Young Adults, Medication, Falls, Injuries and Wounds, Risk, Anxiety, Behavioral Health
Ni Y, Barzman D, Bachtel A
Finding warning markers: Leveraging natural language processing and machine learning technologies to detect risk of school violence.
In their earlier research, the authors developed a risk assessment program to interview subjects, identify risk and protective factors, and evaluate risk for school violence; their current study focused on developing natural language processing (NLP) and machine learning technologies to automate the risk assessment process. They found that, by analyzing the content from subject interviews, the NLP and machine learning algorithms showed good capacity for detecting risk of school violence. The feature selection uncovered multiple warning markers that could deliver useful clinical insights to assist personalizing intervention. Consequently, the developed approach offered the promise of an accurate and scalable computerized screening service for preventing school violence.
AHRQ-funded; HS024983.
Citation: Ni Y, Barzman D, Bachtel A .
Finding warning markers: Leveraging natural language processing and machine learning technologies to detect risk of school violence.
Int J Med Inform 2020 Jul;139:104137. doi: 10.1016/j.ijmedinf.2020.104137..
Keywords: Children/Adolescents, Domestic Violence, Risk