1. A children's hospital developed a systematic protocol to improve identification of victims of non-accidental trauma (NAT), also known as child abuse.
2. A review found the hospital previously missed important social and family history in initial evaluations of NAT cases. Patients with perineal bruising had higher mortality and need for surgery.
3. The new protocol includes a screening tool with NAT red flags, a structured electronic medical record note, and mandated discharge planning meetings. It aims to standardize NAT identification, documentation, and management.
Course 2 the need for a careful and thorough historyNelson Hendler
The medical literature reports that 40%-80% of chronic pain patients are misdiagnosed. Clearly, misdiagnosis leads to ordering the wrong tests, and thereby obtaining an incorrect diagnosis, or overlooking a diagnosis totally, which results in mistreatment. Many reports in the medical literature indicate the best way to get an accurate diagnosis, is to obtain a complete and thorough history. However, this is a time consuming process, and most physicians don’t spend the needed time with a patient. Therefore, a team of doctors from Johns Hopkins Hospital developed a 72 question test, with 2008 possible answers, available over the Internet. When a patient completes the questionnaire, diagnoses are returned within 5 minutes. These diagnoses have a 96% correlation with diagnoses of Johns Hopkins Hospital doctors. This is the highest level of accuracy of any expert system available. The efficacy of this approach is proven by outcome studies, which prove that this approach results in a far higher return to work rate and reduced use of medication and doctors visits, when compared to other techniques. This is similar to the techniques used by Johns Hopkins Hospital to reduce their workers compensation payments by 54%.
The pleasures and pitfalls of rendering interpretations in layperson’s languageApparao Mukkamala
The pleasures and pitfalls of rendering interpretations in layperson’s language https://www.radiologybusiness.com/topics/imaging-informatics/pleasures-and-pitfalls-rendering-interpretations-laypersons-language
Comparisonof Clinical Diagnoses versus Computerized Test Diagnoses Using the ...Nelson Hendler
The Diagnostic Paradigm from www.MarylandClinicalDiagnostics.com was able to help the former Dean of Los Angeles Chiropractic College detect medical diagnoses which he had overlooked, and he later confirmed.
Course 2 the need for a careful and thorough historyNelson Hendler
The medical literature reports that 40%-80% of chronic pain patients are misdiagnosed. Clearly, misdiagnosis leads to ordering the wrong tests, and thereby obtaining an incorrect diagnosis, or overlooking a diagnosis totally, which results in mistreatment. Many reports in the medical literature indicate the best way to get an accurate diagnosis, is to obtain a complete and thorough history. However, this is a time consuming process, and most physicians don’t spend the needed time with a patient. Therefore, a team of doctors from Johns Hopkins Hospital developed a 72 question test, with 2008 possible answers, available over the Internet. When a patient completes the questionnaire, diagnoses are returned within 5 minutes. These diagnoses have a 96% correlation with diagnoses of Johns Hopkins Hospital doctors. This is the highest level of accuracy of any expert system available. The efficacy of this approach is proven by outcome studies, which prove that this approach results in a far higher return to work rate and reduced use of medication and doctors visits, when compared to other techniques. This is similar to the techniques used by Johns Hopkins Hospital to reduce their workers compensation payments by 54%.
The pleasures and pitfalls of rendering interpretations in layperson’s languageApparao Mukkamala
The pleasures and pitfalls of rendering interpretations in layperson’s language https://www.radiologybusiness.com/topics/imaging-informatics/pleasures-and-pitfalls-rendering-interpretations-laypersons-language
Comparisonof Clinical Diagnoses versus Computerized Test Diagnoses Using the ...Nelson Hendler
The Diagnostic Paradigm from www.MarylandClinicalDiagnostics.com was able to help the former Dean of Los Angeles Chiropractic College detect medical diagnoses which he had overlooked, and he later confirmed.
To recognize The National Patient Safety Foundation's Patient Safety Awareness Week #PSAW2015 we asked our colleagues in the Harvard medical community to complete this sentence: "Patient safety is..."
Here are some of their responses.
Healthcare information technology (IT) procurement is critical for healthcare organizations, as procurement decisions on medical devices and IT infrastructure will impact safety, efficiency, staff and patient experiences – impact that could last decades.
Full details: https://goo.gl/HgtYHQ
Have you ever wanted to learn more about human factors in health care and it’s impact on patient safety? Well now is the time. Join us on Oct. 4th at noon ET as Dr. Kathy Momtahan and Dr. Gianni D’Egidio explore the work of the Canadian Human Factors in Healthcare Network and recent human factors evaluations of hospital external defibrillators.
To address family history collection, interpretation, and application in busy primary care practices, NCHPEG has collaborated collaborating with the March of Dimes, Genetic Alliance, Harvard Partners, and the Health Resources and Services Administration to develop and evaluate a novel family history tool that focuses on prenatal and neonatal health. The tool helps to improve health outcomes for the female patient, fetus, and family by providing clinical decision support and educational resources for risk assessment based on family history. A set of screenshots and an overview of the module can be reviewed via this downloadable ppt.
System design to produce safer care culture meassurement and infrastructure f...Proqualis
Apresentação de Carol Haraden durante o SIMPÓSIO EINSTEIN-IHI: Implantação e Disseminação de Programas de Segurança do Paciente aconteceu de 3 a 5 de novembro de 2013, em São Paulo - Brasil.
Carol Haraden é PhD, Vice Presidente do Institute for Healthcare Improvement (IHI), é membro do time responsável por desenvolver desenhos inovadores no cuidado ao paciente. Atualmente, ela lidera os trabalhos do IHI na Escócia, Sul da Inglaterra, Dinamarca e Estados Unidos.
In the presentation, a summary of initiatives to be taken by hospitals in different areas for patient safety have been described for the knowledge, practices and implementation of patient safety initiative by hospital managers/Administrators.
Ethical Issues and Safety in the Use of Clinical Decision Support Systems (CDSS)inventy
Research Inventy : International Journal of Engineering and Science is published by the group of young academic and industrial researchers with 12 Issues per year. It is an online as well as print version open access journal that provides rapid publication (monthly) of articles in all areas of the subject such as: civil, mechanical, chemical, electronic and computer engineering as well as production and information technology. The Journal welcomes the submission of manuscripts that meet the general criteria of significance and scientific excellence. Papers will be published by rapid process within 20 days after acceptance and peer review process takes only 7 days. All articles published in Research Inventy will be peer-reviewed.
A global challenge to reduce harm and save livesProqualis
Apresentação de Itziar Larizgoitia Jauregui durante o
Itziar Larizgoitia Jauregui é médica, nascida na Espanha, com atuação em Saúde Pública, com mestrado nessa área e Doutorado em Políticas e Gestão da Saúde. Nos últimos 13 anos, tem atuado como membro da Organização Mundial da Saúde (OMS) em Genebra, Suíça. No total, são mais de 20 anos de experiência nas áreas de Qualidade e Segurança do Paciente, Organização e Reforma de sistemas de saúde.
To recognize The National Patient Safety Foundation's Patient Safety Awareness Week #PSAW2015 we asked our colleagues in the Harvard medical community to complete this sentence: "Patient safety is..."
Here are some of their responses.
Healthcare information technology (IT) procurement is critical for healthcare organizations, as procurement decisions on medical devices and IT infrastructure will impact safety, efficiency, staff and patient experiences – impact that could last decades.
Full details: https://goo.gl/HgtYHQ
Have you ever wanted to learn more about human factors in health care and it’s impact on patient safety? Well now is the time. Join us on Oct. 4th at noon ET as Dr. Kathy Momtahan and Dr. Gianni D’Egidio explore the work of the Canadian Human Factors in Healthcare Network and recent human factors evaluations of hospital external defibrillators.
To address family history collection, interpretation, and application in busy primary care practices, NCHPEG has collaborated collaborating with the March of Dimes, Genetic Alliance, Harvard Partners, and the Health Resources and Services Administration to develop and evaluate a novel family history tool that focuses on prenatal and neonatal health. The tool helps to improve health outcomes for the female patient, fetus, and family by providing clinical decision support and educational resources for risk assessment based on family history. A set of screenshots and an overview of the module can be reviewed via this downloadable ppt.
System design to produce safer care culture meassurement and infrastructure f...Proqualis
Apresentação de Carol Haraden durante o SIMPÓSIO EINSTEIN-IHI: Implantação e Disseminação de Programas de Segurança do Paciente aconteceu de 3 a 5 de novembro de 2013, em São Paulo - Brasil.
Carol Haraden é PhD, Vice Presidente do Institute for Healthcare Improvement (IHI), é membro do time responsável por desenvolver desenhos inovadores no cuidado ao paciente. Atualmente, ela lidera os trabalhos do IHI na Escócia, Sul da Inglaterra, Dinamarca e Estados Unidos.
In the presentation, a summary of initiatives to be taken by hospitals in different areas for patient safety have been described for the knowledge, practices and implementation of patient safety initiative by hospital managers/Administrators.
Ethical Issues and Safety in the Use of Clinical Decision Support Systems (CDSS)inventy
Research Inventy : International Journal of Engineering and Science is published by the group of young academic and industrial researchers with 12 Issues per year. It is an online as well as print version open access journal that provides rapid publication (monthly) of articles in all areas of the subject such as: civil, mechanical, chemical, electronic and computer engineering as well as production and information technology. The Journal welcomes the submission of manuscripts that meet the general criteria of significance and scientific excellence. Papers will be published by rapid process within 20 days after acceptance and peer review process takes only 7 days. All articles published in Research Inventy will be peer-reviewed.
A global challenge to reduce harm and save livesProqualis
Apresentação de Itziar Larizgoitia Jauregui durante o
Itziar Larizgoitia Jauregui é médica, nascida na Espanha, com atuação em Saúde Pública, com mestrado nessa área e Doutorado em Políticas e Gestão da Saúde. Nos últimos 13 anos, tem atuado como membro da Organização Mundial da Saúde (OMS) em Genebra, Suíça. No total, são mais de 20 anos de experiência nas áreas de Qualidade e Segurança do Paciente, Organização e Reforma de sistemas de saúde.
Slideshow from 2010 Dimensions in Geriatrics conference in May and November 2010, addressing current literature and evidence-bassed practice in preventing patient falls.
V O L U M E 3 4 - N U M B E R 4 - F A L L 2 0 1 6 187FEATURE ART.docxkdennis3
V O L U M E 3 4 , N U M B E R 4 , F A L L 2 0 1 6 187
F E
A T
U R
E A
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IC L
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Nurse Practitioner Perceptions of a Diabetes Risk Assessment Tool in the Retail Clinic Setting Kristen L. Marjama, JoAnn S. Oliver, and Jennifer Hayes
Diabetes is the seventh leading cause of death in the United States, burdening society with
high costs for treatment and placing increased demand on the health care system (1). According to the 2014 National Diabetes Statistics Report, an estimated 29.1 million people in the United States have diabetes, and 8.1 million of them are undiagnosed (2). The lack of screening for early identification of patients at risk for type 2 diabetes is a significant clin- ical problem. Health care providers (HCPs) need to be aware of the in- creasing diabetes burden and to pri- oritize the screening of patients who may be at risk. Screening for risk can aid in both efforts to prevent the development of diabetes and early management of the disease to reduce complications. Clinical trials have demonstrated that type 2 diabetes can be delayed or prevented through life- style modification or pharmacother- apy for people at increased risk (3).
In order to reduce risk for those at risk of developing diabetes, screen- ing is a priority that will raise patient
awareness. Many patients are not aware of their risk for type 2 dia- betes until they receive a confirmed diagnosis from their HCP. There are numerous health care settings in which screenings can be imple- mented, including but not limited to primary care practices, urgent care centers, hospital emergency depart- ments, and retail health clinics.
Retail clinics are located in retail supermarket and pharmacy chains to provide high-quality, affordable, and easily accessible health care services for communities. A true measure of quality in retail clinics is their degree of adherence to several measures iden- tified in the Healthcare Effectiveness Data and Information Set (4). Services in this type of setting may include treatment of acute episodic conditions, physical examinations, vaccinations, health screenings, and prevention and management of chronic conditions (5). Retail clinics provide services to patients with or without insurance or a primary care “home.†Patients’ visits to a retail clinic afford the opportunity to assess
■IN BRIEF This article describes a study to gain insight into the utility and perceived feasibility of the American Diabetes Association’s Diabetes Risk Test (DRT) implemented by nurse practitioners (NPs) in the retail clinic setting. The DRT is intended for those without a known risk for diabetes. Researchers invited 1,097 NPs working in the retail clinics of a nationwide company to participate voluntarily in an online questionnaire. Of the 248 NPs who sent in complete responses, 114 (46%) indicated that they used the DRT in the clinic. Overall mean responses from these NPs indicated that they perceive the DRT as a feasible tool in the retail cli.
Attached is a view on the importance of Automation & appropriate technology in the collection of Adverse Event data, and how this data can be used to the benefit of the patient population.
Using Digital Innovation to Establish Authentic Reporter DialogueSophia Ahrel FCIM
Digital solutions that put patients at forefront of safety processes
Capture relevant, essential and complete data at first interaction
Maximise the value of initial contact and reduce low value follow up
Solutions that ensure REMS and RMP commitments are met and are future proofed
Digital Solutions putting the patient at the forefront of Risk ManagementMyMeds&Me
Capturing relevant, essential and complete data at the first interaction
Why surfacing targeted questions and FAQs in-stream maximises the value of the initial contact and reduces low-value follow up.
Digital solutions ensure your REMS and RMP commitments are met with appropriate evidence
Fall preventionApplying the evidence By Kathleen Fowier, MS.docxnealwaters20034
Fall prevention:
Applying the evidence By Kathleen Fowier, MSN, RN, CMSRN Quality Improvement Manager
UPMC St. Margaret, Pittsburgh, Pennsylvania
As told to Janet Boivin, BSN, RN
S u c c e s s f u l fall pre
vention program s use m u lti
m odal interventions, such as detailed
fall risk assessments, fre q u e n t m o n ito rin g by
staff, and a p p ro p ria te use o f equipm en t. Healthcare
facilities typically im p le m e n t best practices in b un
dles, m aking it often d iffic u lt to determ ine which in
terventions are the m ost effective.
UPMC St. M argaret Hospital in Pittsburgh, Penn
sylvania jo in e d the Pennsylvania Hospital Engage
m ent N etw ork (PA HEN) in A pril 2012 to reduce
falls w ith injury. This set us on a path th a t resulted
in a 75% reduction in falls w ith serious injuries.
(See graph.) Here is how we accom plished this
reduction.
Analysis: Role of data and best practices
A fte r jo in in g PA HEN, we fo rm e d a m ultidisciplinary
team tasked w ith review ing and investigating all fall
events, extracting and analyzing data, and evaluat
ing best practices im p le m e n te d as a result o f root
cause analysis.
Case study
This case study illustrates our fall team in action
An 80-year-old fem ale p a tie n t w ith im paired cognitive
function and m u ltip le risk factors— including an
unsteady gait, im paired vision, and m u ltiple
m edications— was assessed as a high fall risk when
a d m itte d to our facility.
The nursing staff im plem ented a bed alarm to alert
them when the p a tie n t was g e ttin g up w ith o u t using
the call light. They also m oved her closer to the nurse's
station and used purposeful rounding to anticipate and
attend to her needs. The average response tim e fo r
alerts w ith this p a tie n t was a rapid 10 seconds. D espite
these steps, the patient's bed alarm sounded several
tim es to alert staff, who fou n d her standing beside
the bed.
The nurses reached o u t to the fall team fo r support.
The team reviewed th e bed-alarm
settings (three sensitivity settings— low,
m edium , and high) and sim ulated alarm
tim e studies w ith the nursing staff. Their
efforts revealed m isperceptions in
em ployee understanding o f bed-alarm
settings. For example, the staff th o u g h t
the bed alarm w ould alert them th a t the
p a tie n t was o ff the p e rim e te r o f the
mattress no m atter what the sensitivity
setting.
The fall team used sim ulated bed-alarm
scenarios to educate the staff and help
to change practice. The nursing staff
learned it's not enough to sim ply engage
the alarm; the alarm also needs to be at the
a p p ropriate setting. The staff began using more
sensitive settings fo r patients w ith im pulsive behaviors.
We learned an im p o rta n t lesson: How well em ployees
understand facility equipm ent, its variations, and how
to use it are im p o rta n t considerations when analyzing
p a tie .
Fall preventionApplying the evidence By Kathleen Fowier, MS.docxmglenn3
Fall prevention:
Applying the evidence By Kathleen Fowier, MSN, RN, CMSRN Quality Improvement Manager
UPMC St. Margaret, Pittsburgh, Pennsylvania
As told to Janet Boivin, BSN, RN
S u c c e s s f u l fall pre
vention program s use m u lti
m odal interventions, such as detailed
fall risk assessments, fre q u e n t m o n ito rin g by
staff, and a p p ro p ria te use o f equipm en t. Healthcare
facilities typically im p le m e n t best practices in b un
dles, m aking it often d iffic u lt to determ ine which in
terventions are the m ost effective.
UPMC St. M argaret Hospital in Pittsburgh, Penn
sylvania jo in e d the Pennsylvania Hospital Engage
m ent N etw ork (PA HEN) in A pril 2012 to reduce
falls w ith injury. This set us on a path th a t resulted
in a 75% reduction in falls w ith serious injuries.
(See graph.) Here is how we accom plished this
reduction.
Analysis: Role of data and best practices
A fte r jo in in g PA HEN, we fo rm e d a m ultidisciplinary
team tasked w ith review ing and investigating all fall
events, extracting and analyzing data, and evaluat
ing best practices im p le m e n te d as a result o f root
cause analysis.
Case study
This case study illustrates our fall team in action
An 80-year-old fem ale p a tie n t w ith im paired cognitive
function and m u ltip le risk factors— including an
unsteady gait, im paired vision, and m u ltiple
m edications— was assessed as a high fall risk when
a d m itte d to our facility.
The nursing staff im plem ented a bed alarm to alert
them when the p a tie n t was g e ttin g up w ith o u t using
the call light. They also m oved her closer to the nurse's
station and used purposeful rounding to anticipate and
attend to her needs. The average response tim e fo r
alerts w ith this p a tie n t was a rapid 10 seconds. D espite
these steps, the patient's bed alarm sounded several
tim es to alert staff, who fou n d her standing beside
the bed.
The nurses reached o u t to the fall team fo r support.
The team reviewed th e bed-alarm
settings (three sensitivity settings— low,
m edium , and high) and sim ulated alarm
tim e studies w ith the nursing staff. Their
efforts revealed m isperceptions in
em ployee understanding o f bed-alarm
settings. For example, the staff th o u g h t
the bed alarm w ould alert them th a t the
p a tie n t was o ff the p e rim e te r o f the
mattress no m atter what the sensitivity
setting.
The fall team used sim ulated bed-alarm
scenarios to educate the staff and help
to change practice. The nursing staff
learned it's not enough to sim ply engage
the alarm; the alarm also needs to be at the
a p p ropriate setting. The staff began using more
sensitive settings fo r patients w ith im pulsive behaviors.
We learned an im p o rta n t lesson: How well em ployees
understand facility equipm ent, its variations, and how
to use it are im p o rta n t considerations when analyzing
p a tie .
At least one in every 20 adults who seeks medical care in a U.S. emergency room or community health clinic may walk away with the wrong diagnosis, according to a new analysis that estimates that 12 million Americans a year could be affected by such errors.
Experts have often downplayed the scope of diagnostic errors not because they were unaware of the problem, but “because they were afraid to open up a can of worms they couldn't close.
Resource Nurse Program.A Nurse-Initiated, Evidence-Based Program to Eliminate...GNEAUPP.
✔ El programa Enfermera de Recursos alienta al personal de enfermería a explorar los factores causales relacionados con el desarrollo de la PU.
✔ enseñanza / aprendizaje de igual a igual es una estrategia efectiva para llegar a las enfermeras de cabecera.
✔ Las enfermeras de recursos tienen el poder de cambiar la práctica.
✔ El programa de la enfermera de recursos es una manera rentable de reducir Hapus.
The management of pediatric polytrauma -a simple reviewEmergency Live
This Clinical review, published by Libertas Academica, is an interesting commentary about the management of pediatric polytrauma.
This research was realized by
H. Mevius, M. van Dijk, A. Numanogluand A.B. van As between the MC-Sophia Childen's Hospital, Rotterdam, and the Red Cross War memorial Children's Hospital in Cape Town, South Africa.
H. Mevius1, M. van Dijk2–4, A. Numanoglu2,3 and A.B. van As2,3
1Medical Student, Department of Pediatric Surgery, Erasmus MC-Sophia Children’s Hospital, Rotterdam, The Netherlands. 2Department
of Paediatric Surgery, Red Cross War Memorial Children’s Hospital, Cape Town, South Africa. 3University of Cape Town, Cape Town,
South Africa. 4Department of Pediatric Surgery, Erasmus MC-Sophia Children’s Hospital, Rotterdam, The Netherlands.
1Medical Student, Department of Pediatric Surgery, Erasmus MC-Sophia Children’s Hospital, Rotterdam, The Netherlands. 2Department
of Paediatric Surgery, Red Cross War Memorial Children’s Hospital, Cape Town, South Africa. 3University of Cape Town, Cape Town,
South Africa. 4Department of Pediatric Surgery, Erasmus MC-Sophia Children’s Hospital, Rotterdam, The Netherlands.
ABSTRACT: Polytrauma is a major cause of mortality and morbidity in both developed and developing countries. The primary goal of this review is to provide a comprehensive overview on current knowledge in the management of pediatric polytrauma patients (PPPs). A database review was conducted based on a search in the Embase, Medline OVID-SP, Web of Science, Cochrane central, and Pubmed databases. Only studies with “paediatric population” and “polytrauma” as criteria were included. A total of 3310 citations were retrieved. Of these, 3271 were excluded after screening, based on title and abstract. The full texts of 39 articles were assessed; further selection left 25 articles to be included in this review. The most crucial point in the
management of PPPs is preparedness of the staff and an emergency room furnished with age-appropriate drugs and equipment combined with a systemic
approach.
KEY WORDS: pediatric population, polytrauma, multiple injuries, current management, review
Introduction
Polytrauma is a medical term that describes the condition of a patient subjected to multiple traumatic injuries and can be a life-threatening condition. These (life threatening) injuries typically affect two or more body regions and present a challenge for diagnosis and treatment.1,2 However, there is no consensus yet about the term polytrauma in both literature and practice.3
Polytrauma is a major cause of mortality and morbidity in both developed and developing countries. Despite its preventability, trauma remains the most common cause of death and disability in children.2 In fact, all over the world, more than 700,000 children under the age of 15 years die each year due to accidental injury.4 Leading causes of polytrauma are road traffic crashes, falls from heights, and
The management of pediatric polytrauma -a simple review
NAT Retrospective
1. 1 23
Pediatric Surgery International
ISSN 0179-0358
Pediatr Surg Int
DOI 10.1007/s00383-016-3863-8
Development of a systematic protocol to
identify victims of non-accidental trauma
Mauricio A. Escobar, Bethann
M. Pflugeisen, Yolanda Duralde,
Carolynn J. Morris, Dustin Haferbecker,
Paul J. Amoroso, et al.
2. 1 23
Your article is protected by copyright and
all rights are held exclusively by Springer-
Verlag Berlin Heidelberg. This e-offprint is
for personal use only and shall not be self-
archived in electronic repositories. If you wish
to self-archive your article, please use the
accepted manuscript version for posting on
your own website. You may further deposit
the accepted manuscript version in any
repository, provided it is only made publicly
available 12 months after official publication
or later and provided acknowledgement is
given to the original source of publication
and a link is inserted to the published article
on Springer's website. The link must be
accompanied by the following text: "The final
publication is available at link.springer.com”.
3. ORIGINAL ARTICLE
Development of a systematic protocol to identify victims
of non-accidental trauma
Mauricio A. Escobar Jr.1,3,8 • Bethann M. Pflugeisen2 • Yolanda Duralde1,4 •
Carolynn J. Morris1,5 • Dustin Haferbecker1,3,6 • Paul J. Amoroso2 •
Hilare Lemley1,7 • Elizabeth C. Pohlson1,8
Accepted: 12 January 2016
Ó Springer-Verlag Berlin Heidelberg 2016
Abstract
Purpose Each year, nearly 1 million children in the USA
are victims of non-accidental trauma (NAT). Missed
diagnosis or poor case management often leads to repeat/
escalation injury. Victims of recurrent NAT are at higher
risk for severe morbidity and mortality resulting from
abuse. The objective of this review is to describe the
evolution and implementation of this tool and evaluate our
institutional response to NAT prior to implementation.
Methods A systematic guideline for the evaluation of
pediatric patients in which NAT is suspected or confirmed
was developed and implemented at a level II pediatric
trauma hospital. To understand the state of our institution
prior to implementation of the guideline, a review of 117
confirmed NAT cases at our hospital over the prior 4 years
was conducted.
Results In the absence of a systematic management
guideline, important and relevant social and family history
red flags were often missing in the initial evaluation.
Patients with perineal bruising experienced significantly
higher mortality than patients without perineal bruising
(27.3 vs. 5.7 %; p = 0.03) and were significantly more
likely to require surgery (45.5 vs. 14.2 %; p = 0.02).
Conclusion Development and implementation of a stan-
dardized tool for the differentiation and diagnosis of NAT
and creation of a structured electronic medical record note
should improve the description and documentation of child
abuse cases in a community hospital setting. A
& Mauricio A. Escobar Jr.
Mauricio.Escobar@multicare.org
Bethann M. Pflugeisen
bethann.pflugeisen@multicare.org
Yolanda Duralde
Yolanda.Duralde@multicare.org
Carolynn J. Morris
Carolynn.Morris@multicare.org
Dustin Haferbecker
Dustin.Haferbecker@multicare.org
Paul J. Amoroso
Paul.Amoroso@multicare.org
Hilare Lemley
Hilare.Samayoa-Lemley@multicare.org
Elizabeth C. Pohlson
Elizabeth.Pohlson@multicare.org
1
Mary Bridge Children’s Hospital and Health Center, Tacoma,
WA, USA
2
MultiCare Institute for Research and Innovation, MS:
315-C2-RS, 314 Martin Luther King Jr. Way, #402, Tacoma,
WA 98405, USA
3
University of Washington School of Medicine, Seattle, WA,
USA
4
Child Abuse Intervention MBH, Safe and Sound Building -
11125-1-CA, 1112 S. 5th Street, Tacoma, WA 98415, USA
5
Transfer Center, Business Support Center - 1002-1-TRA,
2108 Pacific Ave, Tacoma, WA 98402, USA
6
Mary Bridge Children’s Hosp - 315-O6-IPS, 317 Martin
Luther King Jr. Way, Tacoma, WA 98405, USA
7
Trauma MBH, Mary Bridge Children’s Hosp - 311-1-TRM,
311 South ‘‘L’’ Street, Tacoma, WA 98415, USA
8
Pediatric Surgery, MS: 311-3W-SUR, 311 South ‘‘L’’ Street,
PO Box 5299, Tacoma, WA 98415, USA
123
Pediatr Surg Int
DOI 10.1007/s00383-016-3863-8
Author's personal copy
4. retrospective analysis demonstrated that in the absence of
such a tool, management of NAT may be inconsistent or
incomplete. Perineal injury is an especially ominous red
flag finding.
Keywords Non-accidental trauma Á Trauma assessment Á
Emergency service Á Child abuse Á Process improvement
Introduction
Each year in the USA, nearly 1 million children are victims
of neglect and/or non-accidental trauma (NAT). Approxi-
mately, three-quarters of all NAT fatalities occur in chil-
dren under age 3, and an estimated 12 % of these fatalities
involve families that had received CPS family preservation
services in the 5 years preceding the fatal incident [1]. The
annual societal cost of child abuse and neglect is estimated
to be over $103 billion [2], but these estimates are likely
conservative as identification of child victims of NAT is
difficult and inconsistent, requiring that clinicians first
suspect NAT as the mechanism of injury at presentation
and then correctly evaluate and manage the trauma as non-
accidental [3].
Jenny et al. [4] showed that 31 % of evaluated abusive
head trauma cases were not properly identified by
physicians at the time of the child’s initial evaluation;
30 % of the children in their study were re-injured after
the missed diagnosis. Larimer et al. [5] demonstrate the
importance of including pediatric surgeons in the evalu-
ation of NAT cases due to the high incidence of poly-
trauma in NAT patients. Early identification of NAT is
critical, as children who are victims of recurrent NAT
experience significantly higher mortality (25 %) compared
to victims of initial NAT episodes (10 %) [6]. Studies
published in France [7] and Finland [8] emphasize the
importance of identifying risk factors and implementing
effective screening programs, as prompt identification of
NAT can potentially mitigate further injury, neurologic
devastation, or death. Without sufficient provider training
to identify NAT and coaching about communication with
families, child survivors of NAT are at increased risk of
re-injury or death due to missed diagnosis or insufficient
case management.
In 2012, increasing awareness of the importance of
identifying NAT at its earliest presentation prompted the
development of a systematized procedure for differentia-
tion and management of trauma that is non-accidental
within our large, community health-care system. The
objective of this review is to describe the evolution and
implementation of this tool and evaluate our institutional
response to NAT prior to implementation.
Materials and methods
Mary Bridge Children’s (MBC) is the only pediatric hos-
pital in the South Puget Sound region of Washington State
and serves as the state-designated pediatric level II trauma
center for Southwest Washington. In mid-2012, a group of
concerned physicians began evaluating the diagnosis and
management of NAT in our system. In the 3rd Quarter of
2012 an interdisciplinary NAT subcommittee was estab-
lished under the pediatric trauma department with the dual
aim of raising awareness about NAT and its warning signs
and building and implementing guidelines for the screening
and management of NAT patients. This subcommittee
comprised physicians, nurses, trauma registrars, and social
workers. The team met monthly throughout 2013 to
develop a screening tool to be used in the evaluation of
trauma patients and to prepare providers in the system for
its deployment. This quality improvement initiative was
developed over the course of a year and a formalized NAT
management guideline went live January 1, 2014.
An NAT screening tool developed by the Children’s
Hospital of Pittsburgh of UPMC (Ó 2010, unpublished
guideline) was chosen as a blueprint and adapted for our
institution to meet the needs identified by the NAT sub-
committee. The resultant systematized assessment proce-
dure was designed to be used in the initial evaluation of any
pediatric patient with suspected NAT and includes both a
screening tool that features a series of NAT red flags
(Fig. 1) and a structured note to be used by the pediatric
surgeons in the child’s electronic medical record (EMR)
(Fig. 2). The EMR note guides providers with a series of
best practice instructions in the differentiation of trauma
that was non-accidental, facilitating evaluation and data
capture critical to cases of NAT. The screening tool was
posted at nurse stations in all of our hospital system’s
emergency departments and pediatric care units, as well as
being readily available from the pediatric trauma depart-
ment and posted online on the hospital’s policies and
procedures website. The tool also mandates a discharge
huddle for any patient in which NAT is suspected or
confirmed. The huddle includes the relevant members of
the care team, such as the discharging physician, staff RN,
social worker, and specialists involved in the patient’s
evaluation; no child is to be discharged unless every
member of the discharge team agrees that discharge is
appropriate.
The NAT subcommittee, through a series of in-service
trainings, provides education about identification and
management of NAT and the use of the tool by our sys-
tem’s surgeons and emergency department, and pediatric
and family medicine providers. The outreach focused on
identifying red flags associated with non-accidental trauma,
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5. Fig. 1 Non-Accidental Trauma (NAT) Screening and Management Guideline (Inpatient and Outpatient)
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6. Fig. 2 Mary Bridge NAT EMR note
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7. procedures related to diagnosis of trauma that is non-ac-
cidental, use of the EMR structured note, review of
resources available to providers in the event of a positive
diagnosis, and instruction on how to leverage the resources
provided by social work, child abuse intervention depart-
ment staff, and Child Protective Services (CPS) when
necessary. Departments were responsible for implementing
their own training sessions to ensure that staff was familiar
with the guidelines.
To concurrently assess the state of our institution prior
to implementation of education and a standardized NAT
management tool, we performed a retrospective review of
confirmed cases of NAT in the 4 years prior to the go-live
(2010–2013). IRB approval for the study design was
obtained (IRB 13.21). All cases appearing in the hospital’s
trauma registry and coded for NAT or child abuse were
included. All of these cases entered the system through the
emergency department and were admitted to the hospital,
with the exception of patients who died in the emergency
room or were transferred in from another facility as a
trauma, regardless of hospital admission status. At our
institution, trauma is defined as pediatric when occurring in
patients B14 years of age, although exceptions are made
on a case-by-case basis, as reflected by our data. Data were
abstracted from our trauma registry by one full-time
pediatric trauma registrar [HL]. Descriptive statistics for
Fig. 2 continued
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8. cohort demographics and over 60 additional variables
related to medical and social history, physical examination,
radiographic findings, referrals, hospital procedures, and
discharge information were calculated. Select associations
were evaluated using Chi-squared tests of significance and
Fisher’s exact test in the event of small cell counts. All
analyses were performed in the R statistical computing
environment [9] and significance was assessed at the 0.05
level.
Results
117 Trauma cases diagnosed as non-accidental and
occurring between 2010 and 2013 were reviewed. The
annual percent of NAT diagnoses per total trauma cases
ranged from 4 to 8 % (Table 1), but this variation was not
statistically significant (X(2) = 6.9, p = 0.07). 43 (37 %)
of the patients were female and 80 (68 %) were under
1 year of age at presentation (median age
6 months ± 2.2 years). 114 (97 %) patients presented with
two or more red flags (Table 2) and more than half of the
cohort (N = 68, 58 %) presented with 6 or more of the 19
red flags featured on the screening instrument. The most
frequently noted red flags (Table 3) were no history or
inconsistent history (N = 104, 89 %), caregiver report of
an unwitnessed injury (N = 88, 75 %), fractures in non-
ambulating infants (N = 39/68, 57 %), and bruising that is
suggestive of abuse (N = 67, 57 %).
Prior to implementation of the NAT management
guideline, adherence to procedures identified as important
were generally high (Table 4), with the exception of the
discharge huddle, which was performed for only 49
patients (42 % of cohort). Head injury was suspected and
followed up with head CT in 50 cases (43 % of cohort) and
findings were positive for subdural/subarachnoid hemor-
rhaging in 42/50 (84 %) of these patients. The median age
for the children for whom head CT was performed was
4.8 ± 10.6 months and five of these children (10 %) were
victims of a fatal incident. 106 (90 %) patients were
admitted to the hospital. Mean ED length of stay was 3.6 h
(±2.5 h; range = 1–11.1 h) and mean hospital length of
stay was 5.3 days (±7.2 days; range = 1–51 days). Three
of the 11 patients not admitted to the hospital died in the
ED. Of the remaining eight patients not admitted, the
majority did not require hospitalization due to minor
injuries. Six patients were evaluated in the ED as a point of
entry into the CPS/foster-care system. One patient was
admitted to the hospitalist service not under the auspices of
the trauma service. One patient was evaluated for assault
and released home in stable condition from the ED. Rele-
vant social history information collected by the structured
EMR note was missing for most patients, including care-
giver drug and alcohol use (53 and 62 % missing, respec-
tively), a history of caregiver mental illness (71 %
missing), and caregiver criminal history (41 % missing).
The presence/absence of domestic violence in the home
was missing in only 17 % of cases; five of the patients for
whom this information was not collected were victims of a
fatal incident.
Over the 4 years, severe Injury Severity Scores
([ISS] C 16) were significantly more frequent in the NAT
population (52/117, 44 %) than in the accidental trauma
population (167/1845, 9 %) (X(2) = 139, p 0.001). To
investigate this highly significant discrepancy, we com-
pared the NAT population with the accidental trauma
population, excluding patients with a hospital length of stay
1 day, thereby removing a potential bias incurred by a
high rate of minor injury. 116/502 (23 %) accidental
trauma patients with a hospital length of stay [1 day had
an ISS C 16 (X(2) = 22, p 0.001). Furthermore, NAT
patients were significantly more likely to die from their
injuries than accidental trauma patients regardless of the
length of stay (p 0.001) or when considering only acci-
dental trauma patients with a length of stay [1 day
(p 0.001; see Tables 5, 6.)
Nine children (8 %; Table 7) sustained fatal injuries and
each of these children had ISS [ 16. These patients pre-
sented with four to eight red flags, seven (78 %) were
under 3 years of age, and six (67 %) had a prior ED visit on
record at our institution. Eleven patients (9 %) presented
with perineal bruising. Eight (73 %) of these patients were
under age 4 and three (27 %) were victims of fatal trauma.
Compared to the rest of the cohort, patients with perineal
bruising experienced significantly higher mortality (27 vs.
6 %; p = 0.03) and were significantly more likely to
require surgery (46 vs. 14 %; p = 0.02). However, the rate
of severe ISS in patients with perineal bruising was con-
sistent with the rest of the cohort (46 vs. 40 %; p = 0.33).
Four patients in the cohort were diagnosed with NAT-in-
duced cerebral palsy and four (including two of the patients
with cerebral palsy) sustained injuries severe enough to
require placement of a gastrostomy tube prior to discharge.
Referral patterns were generally high for patients in the
NAT cohort, with 109 of 114 eligible patients (96 %; three
patients died in the emergency department) referred to our
Table 1 Trauma cases, 2010–2013
Year NAT Trauma % NAT X(2) p
2010 23 354 6.5 6.85 0.076
2011 23 442 5.2
2012 27 609 4.4
2013 44 558 7.9
Total 117 1963 6.0
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9. system’s child abuse intervention department. 59/80
(74 %) patients under 1 year of age were referred to oph-
thalmology; retinal hemorrhaging was present in 48 % (28/
Table 2 Numbers of red flags
by category
Mean (SD) Median Range Subjects with C2 red flags
N % Cohort
Medical/social history 3.1 (1.3) 3 0–6 108 92.3
Physical examination 1.8 (1.4) 2 0–5 59 50.4
Radiographic 1.6 (1.7) 1 0–5 48 41.0
All 6.5 (2.7) 6 1–15 114 97.4
Table 3 Red flag findings
Medical/social history N Denominatora
%
No history or inconsistent history 104 117 88.9
Changing history 48 117 41.0
Unwitnessed injury 88 117 75.2
Delay in seeking care 33 117 28.2
Prior ED visit 43 117 36.8
Domestic violence at home 33 117 28.2
Premature infant (37 weeks) 15 80 18.8
Low birth weight/IUGR 12 80 15.0
Physical examination findings
Torn frenulum 8 117 6.8
Failure to thrive 10 80 12.5
Large heads in infants (1 year) 50 80 62.5
Any bruise in a non-ambulating child 27 68 39.7
Any bruise in a non-exploratory location (4 years) 46 108 42.6
Bruising suggestive of abuse 67 117 57.3
Radiographic findings
Metaphyseal fractures 49 117 41.9
Rib fractures in infants 26 80 32.5
Any fracture in a non-ambulating infant 39 68 57.4
An undiagnosed healing fracture 32 117 27.4
SDH/SAH on neuro-imagining in young children (1 year) 43 80 36.8
a
Denominator = 68 represents the non-ambulatory subset of patients 1 year of age; denominator = 80
represents the subset of patients 1 year of age; denominator = 108 represents the subset of patients
4 years of age; denominator = 117 represents the full cohort
Table 4 Rates of adherence to NAT guideline elements prior to
implementation
N %
Radiology
Skeletal survey 105 89.7
Head CT if head injury is suspected 42/50 84.0
Consults
Child abuse intervention department 109 93.2
Pediatric general surgery 89 76.1
Ophthalmology 2 years of age 59/80 73.8
Disposition
Huddle documentation 49 41.9
Admitted to hospital 106 90.1
Table 5 Comparison of accidental and NAT victim ISS and per-
centage of fatalities
All accidental NAT p
N 1845 – 117 – –
Median ISS 4 – 13 – –
Mild ISS 1541 84 % 51 44 % –
Moderate ISS 137 7 % 14 12 % –
Severe ISS 167 9 % 52 44 % 0.0001
Expired 16 1 % 9 8 % 0.0001
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10. 59) of these patients. 89 patients (76 %) were referred to
pediatric surgery and surgery was performed on 20 of these
patients (13 neurosurgeries and 7 general surgeries;
Table 8). Only 24 patients (21 %) were discharged home,
with over 60 % of the cohort (N = 72; 62 %) discharged to
foster care.
The subset of patients under 1 year of age (mean age
4.2 months ± 2.8 months) represents 68 % of the full
cohort (N = 80, Table 9). This subset was more likely to
present with bruising or fractures than children over 1 year
of age (p 0.001), to have undiagnosed healing fractures
(p = 0.001), and to be positive for subdural or subarach-
noid hemorrhaging (p = 0003). Patients under 1 year
showed a higher proportion of severe Injury Severity
Scores (ISS C 16), with 50 % of patients under 1 year of
age diagnosed with a severe ISS compared to 32 % of
patients over 1 year of age (p = 0.075), and they were as
likely to demonstrate elevated results on a liver function
test as older children (p = 0.72). Fewer of these patients
had a prior ED visit (p = 0.07; 31 vs. 49 %).
Discussion
This quality improvement initiative demonstrates that
development and implementation of a standardized tool for
the differentiation and diagnosis of NAT is feasible in a
community hospital setting. A multidisciplinary approach to
the development of the tool was critical to ensuring estab-
lishment of a thorough evaluation process and widespread
acceptance of the protocol within our system. This tool
serves two purposes: one, to provide a framework within
which patients can be evaluated for suspected NAT; two, to
increase awareness about which patients are at greatest risk
for NAT. The historical elements highlighted in the guide-
lines serve as a first level of screening that can be applied to
the general population and direct providers as to which
patients warrant further laboratory and radiologic testing.
The initial focus is broad and meant to serve as a screening
tool for the entire population. Further work will need to be
done to further evaluate which red flags are most useful for
screening. Furthermore, the standardized procedure can
Table 6 Comparison of
accidental and NAT victim ISS
and percentage of fatalities for
accidental trauma patients with
length of stay [1 day
Accidental with LOS [ 1 day NAT p
N 502 – 117 – –
Median ISS 9 – 13 – –
Mild ISS 319 64 % 51 44 % –
Moderate ISS 67 13 % 14 12 % –
Severe ISS 116 23 % 52 44 % 0.0004
Expired 6 1 % 9 8 % 0.0001
Table 7 Characteristics of fatality victims
Age Sex Prior
ED
visits
CPS
history
Domestic
violence
Fractures Hemorrhaging Perineal
injury
Surgery
performed
Injury
Severity
Score
ED
LOS
(h)
Hospital
LOS
(days)
4 months M No Yes Yes Yes Yes No Frontoparietal
decompressive
craniectomy
26 0.6 5
4 months M Yes Yes Not asked None Yes No None 26 1 2
8 months F Yes Yes Not asked None Yes No None 27 1.6 3
1.7 years F Yes Yes No Not
available
Not available Yes None 21 3.1 1
2.0 years F No No Yes None Yes No None 26 1.2 1
2.1 years M Yes No Not asked Not
available
Not available No None 29 1.9 1
2.1 years M No Not
available
Not asked Not
available
Not available Yes None 26 1.8 1
3.1 years M Yes Yes Not asked Not
available
Not available No None 42 3.3 0-Patient
died in
ED
4.7 years M Yes No Yes None NA Yes Repair of
esophageal and
duodenal
perforations
26 1 3
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11. facilitate discussion with the family, providing caregivers
with a script that can ensure a comprehensive workup for
NAT patients while removing some of the stigma associated
with investigation of an NAT diagnosis.
Bringing the NAT subcommittee under the trauma
department enabled us to launch this initiative within a
formalized infrastructure capable of effecting change
within our organization. Adopting the trauma department’s
systems for minutes, policies, and operations facilitated
education and the launch of the program, provided quality
standards within which we could evaluate our program, and
enabled us to include a research component to our work.
Additionally, it standardized the admission process to the
trauma service for at least the initial evaluation. In January
2014, the Non-Accidental Trauma Screening and Man-
agement Guideline (Inpatient and Outpatient) was rolled
out in Mary Bridge Children’s, and over the next several
months the tool was shared with other emergency depart-
ments, primary care offices, and urgent care centers within
our region. In the 18 months between implementation and
the time of this writing, we have been asked to present and
share the tool at nine hospitals and conferences in our
region, which demonstrates the urgency with which pro-
viders are seeking guidance and standardization for the
management of non-accidental trauma.
Multiple studies have shown that mortality is signifi-
cantly higher in children who experience repeated NAT [4,
6, 10], making early recognition and intervention critical to
avoiding severe morbidity and mortality for these children.
Nearly one-third of patients less than 1 year of age in our
cohort had prior ED visit(s), providing at least one earlier
instance in which intervention could have potentially
changed the child’s outcome. This is an especially critical
finding, given that two of the three patients under 1 year of
age whose death was directly attributable to NAT had been
evaluated in the ED prior to the fatal incident. This high
rate of repeat ED visits also raises the possibility that repeat
emergency department visits in a previously well child may
be a family stressor that becomes a risk factor for subse-
quent NAT. Although chart review for all-cause prior ED
Table 8 Surgeries performed on NAT victims
N
Neurosurgical procedures
Craniotomy for evacuation of subdural hematoma 6
Placement of intracranial pressure monitor 2
Placement of subdural peritoneal shunt 2
Drainage of a subgaleal hematoma 1
Aspiration of subdural hematoma 1
Closure of scalp wound dehiscence 1
General surgery procedures
Gastrostomy tube placement 2
Repair of vaginal laceration 2
Left thoracotomy for repair of esophageal perforation and exploratory laparotomy for repair of duodenal perforation 1
Exploratory laparotomy for repair of duodenal perforation 1
Exploratory laparotomy and drainage of intrahepatic biliary leak 1
Table 9 Comparison of patients
1 year with patients [1 year
Variable 1 year C1 year X(2) p
N % N %
All patients 80 68.4 37 31.6 – –
Mean age (SD) 4.2 months (2.8) 3.4 years (3.0) – –
Bruising 36 45.0 31 83.8 15.6 <0.001
Fracture (metaphyseal or rib) 48 60.0 2 5.4 30.8 <0.001
Undiagnosed healing fracture 29 36.3 3 8.1 10.1 0.001
SDH/SAH on neuro-imaging 36 45.0 6 16.2 9.1 0.003
Severe ISS (C16) 40 50.0 12 32.4 3.2 0.075
Elevated liver function test 13 16.3 7 18.9 0.1 0.72
Prior ED visit 25 31.3 18 48.6 3.3 0.069
All patients noted in bold achieved statistical significance as assessed at the 0.05 level
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12. visits was beyond the scope of this study, further investi-
gation into this hypothesis is warranted.
Torso bruising has been described in the literature as an
identifier for NAT [11]. Our study is the first of which we
are aware to highlight perineal bruising as a subset of torso
bruising that presents concurrently with significantly
increased morbidity and mortality. Our data also demon-
strate that NAT patients are victims of polytrauma, with
nearly a third of the cohort presenting with undiagnosed
healing fractures, corroborating Naik-Mathuria’s justifica-
tion for evaluation of NAT patients by a pediatric trauma
service [12] and supporting the routine use of skeletal
surveys in the event of suspected NAT. The startling dif-
ference in the proportion of accidental versus NAT patients
with an ISS C 16, regardless of selecting of patients with a
hospital length of stay[1 day, underscores the severity of
trauma that is inflicted upon children. This finding high-
lights the need to focus an international spotlight on this
heinous topic.
We also show that, in the absence of a formalized pro-
cedure, social history information that may be useful to the
care team is largely uncollected by providers. This may be
a result of provider discomfort on asking questions about
drug/alcohol use, mental health, and criminal history, or a
lack of understanding regarding their relevance. Discom-
fort for the provider and parent/guardian alike can be
mitigated by the use of the EMR structured note, giving the
provider the ability to frame the questions as routine
inquiry for trauma cases.
Special mention needs to be made of the details of the
patients who died as a result of NAT (Table 7). Due to the
retrospective nature of this study, it is impossible to con-
clude if having a standardized process in place would have
altered the outcome for these children. Nevertheless, it is
interesting to note that 8/9 (89 %) of the patients who died
presented with bruising and inconsistent history. Six
patients (67 %) had prior ED visits, and five (56 %) had a
history of CPS. Of note, three patients had a recorded
history of domestic violence at home, and in five cases
(56 %) documentation of domestic violence at home was
not made. One victim of a fatality appeared earlier in our
trauma registry for an incident that was believed to have
been accidental at that time.
The work of the NAT subcommittee began raising pro-
vider awareness of and sensitivity to NAT in late 2012 and
throughout 2013 in preparation for the 2014 launch of the
assessment tool. The tool was also used to retrospectively
evaluate our existing data to better understand where we
stood as an organization with regard to our screening of
suspected/confirmed cases of NAT prior to the active
launch and utilization of the tool in January 2014. As such, a
potential source of bias exists in the 2013 data, and to some
extent in the 2012 data, in that the management of NAT
cases in these times may have been influenced by the gen-
erally heightened awareness of NAT in our system. Areas
for future work include evaluation of the management of
NAT in our system after implementation of the tool and
analyses designed to delineate which red flags, or constel-
lation of red flags, should mandate a comprehensive NAT
evaluation. It will also be important to evaluate the impact
that this tool has on patient length of stay and to conduct a
cost analysis to assess the impact that standardized man-
agement of suspected NAT has on a hospital system.
Development and implementation of a standardized tool
for the differentiation and diagnosis of NAT and creation
of a structured EMR note should improve the description
and documentation of child abuse cases (which was
inconsistent and incomplete in its absence) in a community
hospital setting. Perineal injury is an especially ominous
red flag finding.
Acknowledgments This work was funded by the MultiCare Insti-
tute for Research and Innovation.
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