National Healthcare Quality and Disparities Report
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AHRQ Research Studies Date
Topics
- Adverse Events (7)
- Case Study (1)
- Clinical Decision Support (CDS) (4)
- Communication (1)
- Decision Making (3)
- Education: Continuing Medical Education (1)
- Education: Patient and Caregiver (2)
- Elderly (7)
- Electronic Health Records (EHRs) (2)
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- Evidence-Based Practice (5)
- (-) Falls (28)
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- Health Information Technology (HIT) (3)
- Hospitalization (1)
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- Inpatient Care (3)
- Nursing Homes (3)
- Patient-Centered Healthcare (3)
- Patient-Centered Outcomes Research (2)
- Patient and Family Engagement (2)
- Patient Safety (15)
- (-) Prevention (28)
- Primary Care (1)
- Provider (2)
- Provider: Nurse (2)
- Quality Improvement (3)
- Quality of Care (3)
- Risk (6)
- Teams (1)
- Tools & Toolkits (4)
- Training (1)
- U.S. Preventive Services Task Force (USPSTF) (1)
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
1 to 25 of 28 Research Studies DisplayedShear K, Rice H, Garabedian PM
Usability testing of an interoperable computerized clinical decision support tool for fall risk management in primary care.
The purpose of this study was to conduct usability testing of the ASPIRE fall risk management tool for use in divergent primary care clinics. Participants recruited from two sites with different electronic health records and clinical organizations used ASPIRE across two clinical scenarios; they rated ASPIRE usability as above average, based on usability benchmarks. Time spent on tasks decreased significantly between the first and second scenarios, indicating ease of learnability. The authors conclude that ASPIRE could be integrated into diverse organizations, since it allows a tailored implementation without the need to build a new system for each organization. ASPIRE is therefore well positioned to impact the challenge of falls at scale.
AHRQ-funded; HS027557.
Citation: Shear K, Rice H, Garabedian PM .
Usability testing of an interoperable computerized clinical decision support tool for fall risk management in primary care.
Appl Clin Inform 2023 Mar;14(2):212-26. doi: 10.1055/a-2006-4936.
Keywords: Clinical Decision Support (CDS), Decision Making, Health Information Technology (HIT), Falls, Primary Care, Risk, Prevention
Dykes PC, Curtin-Bowen M, Lipsitz S
Cost of inpatient falls and cost-benefit analysis of implementation of an evidence-based fall prevention program.
The financial implications of patient falls within healthcare settings, a primary cause of nonreimbursable negative incidents, have not been thoroughly investigated. The aim of this study was to determine the expenses related to inpatient falls and the potential cost savings achieved through the adoption of a proven fall prevention program. This economic assessment employed a matched case-control approach, utilizing results from an interrupted time series analysis that evaluated the alterations in fall rates after the introduction of an evidence-based fall prevention program to estimate inpatient fall expenses. Subsequently, an economic analysis was conducted to evaluate the cost advantages of implementing the program across two American healthcare systems from June 1, 2013, to August 31, 2019, in New York, New York, and Boston, Massachusetts. All adult patients admitted to the participating units were included in the analysis. Data analysis took place between October 2021 and November 2022. The fall prevention program, based on evidence, was introduced in 33 medical and surgical departments across eight hospitals. The primary outcome was the expense related to inpatient falls. Secondary outcomes included costs and savings linked to the evidence-based fall prevention program. The study found that the case-control study and economic analysis included 10,176 patients who experienced a fall event (with or without injury) and 29,161 matched controls without a fall event (51.9% aged 65-74 years, 67.1% White, and 53.6% male). Prior to the intervention, there were 2,503 falls and 900 injuries; following the intervention, there were 2,078 falls and 758 injuries. Based on a 19% decrease in falls and a 20% decrease in injury-causing falls from the beginning to the end of the post-intervention period, the economic analysis revealed that noninjurious and injurious falls led to cost increases of $35,365 and $36,776, respectively. The introduction of the evidence-based fall prevention program resulted in $14,600 in net avoided expenses for every 1000 patient-days.
AHRQ-funded; HS027557; HS025128
Citation: Dykes PC, Curtin-Bowen M, Lipsitz S .
Cost of inpatient falls and cost-benefit analysis of implementation of an evidence-based fall prevention program.
JAMA Health Forum 2023 Jan 6;4(1):e225125. doi: 10.1001/jamahealthforum.2022.5125.
Keywords: Falls, Healthcare Delivery, Evidence-Based Practice, Prevention
Leland NE, Lekovitch C, Martínez J
Optimizing post-acute care patient safety: a scoping review of multifactorial fall prevention interventions for older adults.
The purpose of this scoping review was to describe the evidence for multifactorial post-acute care (PAC) fall prevention interventions for older patients. The researchers included 33 studies and characterized common intervention domains including: evaluating patient-specific fall risk factors, developing an individualized risk profile and treatment plan that targets each patient's fall risk factors, and implementing facility-based strategies such as staff education. There was not consensus across studies in how the domains were addressed and to what extent. The researchers concluded that health system efforts to prevent accidental falls in PAC should consider a patient-centered multifactorial approach.
AHRQ-funded; HS022907.
Citation: Leland NE, Lekovitch C, Martínez J .
Optimizing post-acute care patient safety: a scoping review of multifactorial fall prevention interventions for older adults.
J Appl Gerontol 2022 Oct;41(10):2187-96. doi: 10.1177/07334648221104375..
Keywords: Elderly, Falls, Prevention, Patient Safety, Evidence-Based Practice
Rice H, Garabedian PM, Shear K
Clinical decision support for fall prevention: defining end-user needs.
The purpose of this study was to identify patient and primary care staff needs for development of a tool that will generate clinical decision support (CDS) to prevent falls and injuries in older adults. Community-dwelling patients aged 60 and over and primary care clinic staff were eligible to participate in the study; all were affiliated with the University of Florida Health Archer Family Health Care primary care clinic and the Brigham & Women's Hospital-affiliated primary care clinics. Through qualitative interviews with patients (n=18) and primary care clinic staff (n=24) user needs were identified and then categorized into the following themes: evidence-based safe exercises; expert guidance; individualized resources; in-person assessment of patient condition; motivational tools; patient understanding of fall risk; personal support networks; systematic communication and workload burden. The study concluded that personalized, actionable, and evidence-based clinical decision support may be able to address some of the many gaps that exist in fall prevention management in older adults.
AHRQ-funded; HS027557.
Citation: Rice H, Garabedian PM, Shear K .
Clinical decision support for fall prevention: defining end-user needs.
Appl Clin Inform 2022 May;13(3):647-55. doi: 10.1055/s-0042-1750360..
Keywords: Elderly, Falls, Prevention, Clinical Decision Support (CDS), Decision Making, Health Information Technology (HIT)
Dykes PC, Khasnabish S, Burns Z
Development and validation of a fall prevention efficiency scale.
This study examined nurses’ perception of implementing the Fall TIPS (Tailoring Interventions for Patient Safety) tool, which is an evidence-based fall prevention program which was shown to reduce falls in hospitalized adults by 25%. The authors conducted a 3-phase mixed method study at 3 hospitals in Massachusetts and 3 in New York to assess nurses’ perceptions of burdens imposed on them by using Fall TIPS or other fall prevention programs. A 20-item prototype Fall Prevention Efficiency Scale was developed and administered to 383 clinical nurses. This scale was reduced to 13 items. The scale achieved excellent internal consistency values when examined with the test, validation, and paired (both test and retest) samples.
AHRQ-funded; HS025128.
Citation: Dykes PC, Khasnabish S, Burns Z .
Development and validation of a fall prevention efficiency scale.
J Patient Saf 2022 Mar 1;18(2):94-101. doi: 10.1097/pts.0000000000000811..
Keywords: Falls, Prevention, Patient Safety, Hospitals
Dykes PC, KhasnabishE S, Adkison LE
Use of a perceived efficacy tool to evaluate the FallTIPS program.
The authors assessed nurses' opinions of the efficacy of using the FallTIPS (Tailoring Interventions for Patient Safety) fall prevention program. They found that the nurses who used FallTIPS perceived that efficiencies in patient care compensated for the time spent on FallTIPS. Nurses valued the program, and findings confirmed the importance of patient and family engagement with staff in the fall prevention process.
AHRQ-funded; HS025128.
Citation: Dykes PC, KhasnabishE S, Adkison LE .
Use of a perceived efficacy tool to evaluate the FallTIPS program.
J Am Geriatr Soc 2021 Dec;69(12):3595-601. doi: 10.1111/jgs.17436..
Keywords: Falls, Patient Safety, Prevention, Provider: Nurse, Adverse Events
Piatkowski M, Taylor E, Wong B
Designing a patient room as a fall protection strategy: the perspectives of healthcare design experts.
This multi-year study aimed to better understand how patient room design can increase stability during ambulation, serving as a fall protection strategy for frail and/or elderly patients. Specifically, the aim of this portion of the study was to ascertain the architect's perspective on designing a room to mitigate the risk of falls, as well as to evaluate the face validity of a predictive algorithm to assess risk in room design using the input of a design advisory council (AC).
AHRQ-funded; HS025606.
Citation: Piatkowski M, Taylor E, Wong B .
Designing a patient room as a fall protection strategy: the perspectives of healthcare design experts.
Int J Environ Res Public Health 2021 Aug 19;18(16). doi: 10.3390/ijerph18168769..
Keywords: Falls, Patient Safety, Prevention, Adverse Events, Inpatient Care
Leung WY, Adelman J, Bates DW
Validating fall prevention icons to support patient-centered education.
Falls with injury are the most prevalent hospital adverse event. The objective of this project was to refine fall risk and prevention icons for a patient-centric bedside toolkit to promote patient and nurse engagement in accurately assessing fall risks and developing a tailored fall prevention plan. The investigators indicated that all 16 icons were refined and used to form the basis for a bedside fall prevention toolkit.
AHRQ-funded; HS023535.
Citation: Leung WY, Adelman J, Bates DW .
Validating fall prevention icons to support patient-centered education.
J Patient Saf 2021 Aug 1;17(5):e413-e22. doi: 10.1097/pts.0000000000000354..
Keywords: Falls, Prevention, Patient Safety, Patient-Centered Healthcare, Education: Patient and Caregiver, Hospitals, Adverse Events
Dykes PC, Burns Z, Adelman J
Evaluation of a patient-centered fall-prevention tool kit to reduce falls and injuries: a nonrandomized controlled trial.
The purpose of this study was to assess whether a fall-prevention tool kit that engages patients and families in the fall-prevention process throughout hospitalization is associated with reduced falls and injurious falls. Findings showed that, in this nonrandomized controlled trial, implementation of a fall-prevention tool kit was associated with a significant reduction in falls and related injuries. A patient-care team partnership appeared to be beneficial for prevention of falls and fall-related injuries.
AHRQ-funded; HS023535.
Citation: Dykes PC, Burns Z, Adelman J .
Evaluation of a patient-centered fall-prevention tool kit to reduce falls and injuries: a nonrandomized controlled trial.
JAMA Netw Open 2020 Nov 2;3(11):e2025889. doi: 10.1001/jamanetworkopen.2020.25889..
Keywords: Falls, Injuries and Wounds, Prevention, Tools & Toolkits, Patient and Family Engagement, Patient-Centered Healthcare, Clinical Decision Support (CDS), Hospitalization, Hospitals
Lurie JD, Zagaria AB, Ellis L
Surface perturbation training to prevent falls in older adults: a highly pragmatic, randomized controlled trial.
This study’s objective was to determine if adding a component of surface-perturbation training to usual gait/balance training was more effective than gait/balance training alone for reducing falls and fall-related injuries in high-risk older adults referred to physical therapy. This multi-center trial took place at 8 outpatient physical therapy clinics. The cohort included 506 patients aged 65 and older at high fall risk. The group was randomized between treatment with and without surface-perturbation treadmill training. The results were that the training did not significantly reduce risk of any fall but did significantly reduce chance of a fall-related injury after the first 3 months.
AHRQ-funded; HS018459.
Citation: Lurie JD, Zagaria AB, Ellis L .
Surface perturbation training to prevent falls in older adults: a highly pragmatic, randomized controlled trial.
Phys Ther 2020 Jul 19;100(7):1153-62. doi: 10.1093/ptj/pzaa023..
Keywords: Elderly, Falls, Prevention, Training
Christiansen TL, Lipsitz S, Scanlan M
Patient activation related to fall prevention: a multisite study.
The purpose of this study was to examine the impact of the Fall TIPS (Tailoring Interventions for Patient Safety) program on patient activation related to fall prevention. Researchers used the short form Patient Activation Measure (PAM-13) adapted for fall prevention. Their findings showed that patient activation improved from preintervention to postintervention at all three studied sites. Patients with access to the Fall TIPS program are more activated and engaged in their fall prevention plan. Recommendations include engaging patients in the fall prevention plan to increase their knowledge, skill, and confidence.
AHRQ-funded; HS023535.
Citation: Christiansen TL, Lipsitz S, Scanlan M .
Patient activation related to fall prevention: a multisite study.
Jt Comm J Qual Patient Saf 2020 Mar;46(3):129-35. doi: 10.1016/j.jcjq.2019.11.010..
Keywords: Falls, Prevention, Patient Safety, Patient and Family Engagement, Education: Patient and Caregiver
Khasnabish S, Burns Z, Couch M
Best practices for data visualization: creating and evaluating a report for an evidence-based fall prevention program.
This case report applied principles from the data visualization literature and feedback from nurses to develop an effective report to display adherence with an evidence-based fall prevention program. The literature emphasized that the ideal display maximizes the information communicated, minimizes the cognitive efforts involved with interpretation, and selects the correct type of display. Lessons learned from this study can inform report development for clinicians in implementation science.
AHRQ-funded; HS025128.
Citation: Khasnabish S, Burns Z, Couch M .
Best practices for data visualization: creating and evaluating a report for an evidence-based fall prevention program.
J Am Med Inform Assoc 2020 Feb;27(2):308-14. doi: 10.1093/jamia/ocz190..
Keywords: Falls, Prevention, Evidence-Based Practice
Jones KJ, Skinner A, Venema D
Evaluating the use of multiteam systems to manage the complexity of inpatient falls in rural hospitals.
Researchers evaluated the implementation and outcomes of evidence-based fall-risk-reduction processes when those processes are implemented using a multiteam system (MTS) structure. They found that multiteam systems that effectively coordinate fall-risk-reduction processes may improve the capacity of hospitals to manage the complex patient, environmental, and system factors that result in falls.
AHRQ-funded; HS024630; HS021429.
Citation: Jones KJ, Skinner A, Venema D .
Evaluating the use of multiteam systems to manage the complexity of inpatient falls in rural hospitals.
Health Serv Res 2019 Oct;54(5):994-1006. doi: 10.1111/1475-6773.13186..
Keywords: Falls, Hospitals, Inpatient Care, Quality of Care, Quality Improvement, Patient Safety, Prevention, Risk
Klock M, Kang H, Gon Y
Scoring patient fall reports using quality rubric and machine learning.
Employing AHRQ’s rubric for assessing the quality of fall reports, the authors compared three different machine-learning models and identified the most effective method for scoring fall reports. They intend that their study results will be applicable in healthcare facilities to score reports during reporting for reporters to improve report quality. Their ultimate goal is to increase learning from fall reports for better prevention of patient falls.
AHRQ-funded; HS022895.
Citation: Klock M, Kang H, Gon Y .
Scoring patient fall reports using quality rubric and machine learning.
Stud Health Technol Inform 2019 Aug 21;264:639-43. doi: 10.3233/shti190301..
Keywords: Falls, Patient Safety, Prevention, Quality of Care, Quality Improvement
Dykes PC, Bogaisky M, Carter EJ
Development and validation of a fall prevention knowledge test.
The authors developed and evaluated a fall prevention knowledge test (FPKT). The 11-item FPKT scale producing statistically significant differences confirmed validity. They recommended that a robust way to assess nurses' knowledge of fall prevention is needed to inform effective educational programs. They concluded that addressing gaps in validated FPKTs provides an opportunity to inform and evaluate effective fall prevention programs.
AHRQ-funded; HS025128; HS023535.
Citation: Dykes PC, Bogaisky M, Carter EJ .
Development and validation of a fall prevention knowledge test.
J Am Geriatr Soc 2019 Jan;67(1):133-38. doi: 10.1111/jgs.15563..
Keywords: Falls, Prevention, Provider: Nurse, Provider, Education: Continuing Medical Education
Fan T, Erickson EA
AHRQ Author: Fan T
Interventions to prevent falls and fractures in community-dwelling older adults.
This case study addresses the U.S. Preventive Health Service Task Force recommendations and offers a scenario, questions, and answers related to interventions to prevent falls and fractures in community-dwelling older adults.
AHRQ-authored.
Citation: Fan T, Erickson EA .
Interventions to prevent falls and fractures in community-dwelling older adults.
Am Fam Physician 2018 Aug 15;98(4):253-55..
Keywords: Case Study, Elderly, Falls, Injuries and Wounds, Prevention, U.S. Preventive Services Task Force (USPSTF)
Elliott S, Leland NE
Occupational therapy fall prevention interventions for community-dwelling older adults: a systematic review.
The authors of this paper updated and broadened a 2008 systematic review examining the evidence for the effectiveness of fall prevention interventions in improving fall-related outcomes, occupational performance, quality of life, and health care facility readmissions for community-dwelling older adults. They assert that these findings can inform the delivery and integration of fall prevention interventions from acute care to community discharge.
AHRQ-funded; HS022907.
Citation: Elliott S, Leland NE .
Occupational therapy fall prevention interventions for community-dwelling older adults: a systematic review.
Am J Occup Ther 2018 Jul/Aug;72(4):7204190040p1-40p11. doi: 10.5014/ajot.2018.030494..
Keywords: Elderly, Falls, Patient-Centered Outcomes Research, Prevention
Reiter-Palmon R, Kennel V, Allen J
Good catch! Using interdisciplinary teams and team reflexivity to improve patient safety.
This article considers the role of reflexivity in team innovation implementation and its association with inpatient fall rates. The study it describes examined 16 small rural hospitals in which interdisciplinary teams intended to decrease fall risk were implemented, supported, and evaluated. Team reflexivity was assessed at the start and at the end of the 2-year intervention, and innovation implementation assessed at the end of the intervention. The hospitals reported objective fall event data and patient days throughout the project. Both the theoretical and practical applications of the results are discussed.
AHRQ-funded; HS021429; HS024630.
Citation: Reiter-Palmon R, Kennel V, Allen J .
Good catch! Using interdisciplinary teams and team reflexivity to improve patient safety.
Group & Organization Management 2018 Jun;43(3):414-39. doi: 10.1177/1059601118768163..
Keywords: Teams, Patient Safety, Falls, Prevention, Hospitals, Adverse Events
Patterson BW, Repplinger MD, Pulia MS
Using the Hendrich II Inpatient Fall Risk Screen to predict outpatient falls after emergency department visits.
This study examined the utility of using the Hendrich II Inpatient Fall Risk Screen to predict outpatient falls in elderly patients after emergency department (ED) visits. Individuals aged 65 and older seen in the ED from January 2013 to September 30, 2015 participated in the study. The Hendrich II screen was found to correlate with outpatient falls, but it is likely it would have little utility as a stand-alone fall screen. When the screen was combined with other potential confounders or predictors, the screen performed much better.
AHRQ-funded; HS024558.
Citation: Patterson BW, Repplinger MD, Pulia MS .
Using the Hendrich II Inpatient Fall Risk Screen to predict outpatient falls after emergency department visits.
J Am Geriatr Soc 2018 Apr;66(4):760-65. doi: 10.1111/jgs.15299..
Keywords: Elderly, Falls, Risk, Emergency Department, Electronic Health Records (EHRs), Health Information Technology (HIT), Prevention, Patient Safety, Adverse Events
Thomas KS, Parikh RB, Zullo AR
Home-delivered meals and risk of self-reported falls: results from a randomized trial.
The purpose of this study was to evaluate whether home-delivered meals, and the frequency of delivery, reduces self-reported falls among homebound older adults. The study suggests that daily delivered meals may reduce the risk of falls. Additional work is needed to understand the effect of meals on falls, particularly among previous fallers, a high-risk subgroup.
AHRQ-funded; HS022998.
Citation: Thomas KS, Parikh RB, Zullo AR .
Home-delivered meals and risk of self-reported falls: results from a randomized trial.
J Appl Gerontol 2018 Jan;37(1):41-57. doi: 10.1177/0733464816675421..
Keywords: Elderly, Falls, Patient-Centered Healthcare, Patient-Centered Outcomes Research, Prevention
Cary MP, Hall RK, Anderson AL
Management team perceptions of risks and strategies for preventing falls among short-stay patients in nursing homes.
This study sought to understand and describe strategies reported by members of the nursing home management team used to prevent falls in short-stay nursing home patients. The authors propose interventions that might reduce falls for short-stay patients and could be tested in future research.
AHRQ-funded; HS022134.
Citation: Cary MP, Hall RK, Anderson AL .
Management team perceptions of risks and strategies for preventing falls among short-stay patients in nursing homes.
Health Care Manag 2018 Jan/Mar;37(1):76-85. doi: 10.1097/hcm.0000000000000192..
Keywords: Falls, Nursing Homes, Prevention, Provider, Risk
Yao B, Kang H, Miao Q
Leveraging event reporting through knowledge support: a knowledge-based approach to promoting patient fall prevention.
The authors constructed a knowledge base of fall events by combining expert-reviewed fall prevention solutions and then integrating them into a reporting system. The knowledge base enables timely and tailored knowledge support and thus will serve as a prevailing fall prevention tool. This effort holds promise in making knowledge acquisition and management a routine process for enhancing the reporting and understanding of patient safety events.
AHRQ-funded; HS022895.
Citation: Yao B, Kang H, Miao Q .
Leveraging event reporting through knowledge support: a knowledge-based approach to promoting patient fall prevention.
Stud Health Technol Inform 2017;245:973-77.
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Keywords: Adverse Events, Falls, Patient Safety, Prevention
Dykes PC, Duckworth M, Cunningham S
Pilot testing Fall TIPS (Tailoring Interventions for Patient Safety): a patient-centered fall prevention toolkit.
Patient falls during an acute hospitalization cause injury, reduced mobility, and increased costs. The laminated paper Fall TIPS Toolkit (Fall TIPS) provides clinical decision support at the bedside by linking each patient's fall risk assessment with evidence-based interventions. The investigators examined strategies to integrate this evidence into clinical practice. They concluded that engaging hospital and clinical leadership is critical in translating evidence-based care into clinical practice. They address and detail barriers to adoption of the protocol to provide guidance for spread to other institutions.
AHRQ-funded; HS025128.
Citation: Dykes PC, Duckworth M, Cunningham S .
Pilot testing Fall TIPS (Tailoring Interventions for Patient Safety): a patient-centered fall prevention toolkit.
Jt Comm J Qual Patient Saf 2017 Aug;43(8):403-13. doi: 10.1016/j.jcjq.2017.05.002..
Keywords: Clinical Decision Support (CDS), Decision Making, Evidence-Based Practice, Falls, Hospitals, Injuries and Wounds, Inpatient Care, Patient Safety, Prevention, Risk, Tools & Toolkits
Katsulis Z, Ergai A, Leung WY
Iterative user centered design for development of a patient-centered fall prevention toolkit.
The use of electronic decision support that tailors fall prevention strategy to patient-specific risk factors, known as Fall T.I.P.S (Tailoring Interventions for Patient Safety), has proven to be an effective approach for decreasing hospital falls. A paper version of the Fall T.I.P.S toolkit was developed primarily for hospitals that do not have the resources to implement the electronic solution; however, more work is needed to optimize the effectiveness of the paper version of this tool.
AHRQ-funded; HS023535.
Citation: Katsulis Z, Ergai A, Leung WY .
Iterative user centered design for development of a patient-centered fall prevention toolkit.
Appl Ergon 2016 Sep;56:117-26. doi: 10.1016/j.apergo.2016.03.011.
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Keywords: Falls, Tools & Toolkits, Prevention, Patient Safety, Hospitals
Marier A, Olsho LE, Rhodes W
AHRQ Author: Spector WD
Improving prediction of fall risk among nursing home residents using electronic medical records.
To identify individuals at highest risk for falls, the authors applied a repeated events survival model to analyze The Minimum Data Set ( MDS 3.0 and EMR data for 5129 residents in 13 nursing homes within a single large California chain. They found that incorporating EMR data improves ability to identify those at highest risk for falls relative to prediction using MDS data alone.
AHRQ-funded; AHRQ-authored; 290201000031I.
Citation: Marier A, Olsho LE, Rhodes W .
Improving prediction of fall risk among nursing home residents using electronic medical records.
J Am Med Inform Assoc 2016 Mar;23(2):276-82. doi: 10.1093/jamia/ocv061..
Keywords: Falls, Electronic Health Records (EHRs), Risk, Nursing Homes, Prevention