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1.
Mol Ther ; 30(7): 2464-2473, 2022 07 06.
Artigo em Inglês | MEDLINE | ID: mdl-35395398

RESUMO

Although neurologic symptoms occur in two-thirds of lysosomal storage disorders (LSDs), for most we do not understand the mechanisms underlying brain dysfunction. A major unanswered question is if the pathogenic hallmark of LSDs, storage accumulation, induces functional defects directly or is a disease bystander. Also, for most LSDs we do not know the impact of loss of function in individual cell types. Understanding these critical questions are essential to therapy development. Here, we determine the impact of genetic rescue in distinct cell types on neural circuit dysfunction in CLN3 disease, the most common pediatric dementia and a paradigmatic neurodegenerative LSD. We restored Cln3 expression via AAV-mediated gene delivery and conditional genetic rescue in a CLN3 disease mouse model. Surprisingly, we found that low-level rescue of Cln3 expression in neurons alone normalized clinically relevant electrophysiologic markers of network dysfunction, despite the presence of substantial residual histopathology, in contrast to restoring expression in astrocytes. Thus, loss of CLN3 function in neurons, not storage accumulation, underlies neurologic dysfunction in CLN3 disease. This impliesies that storage clearance may be an inappropriate target for therapy development and an ineffectual biomarker.


Assuntos
Doenças por Armazenamento dos Lisossomos , Lipofuscinoses Ceroides Neuronais , Animais , Encéfalo/metabolismo , Criança , Humanos , Doenças por Armazenamento dos Lisossomos/genética , Doenças por Armazenamento dos Lisossomos/metabolismo , Doenças por Armazenamento dos Lisossomos/terapia , Lisossomos/metabolismo , Glicoproteínas de Membrana/genética , Camundongos , Chaperonas Moleculares/genética , Lipofuscinoses Ceroides Neuronais/genética , Lipofuscinoses Ceroides Neuronais/metabolismo , Lipofuscinoses Ceroides Neuronais/terapia , Neurônios/metabolismo
2.
N C Med J ; 84(5): 284-287, 2023 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-39312786

RESUMO

North Carolina Integrated Care for Kids (NC InCK) is a pilot health care delivery and payment model for Medicaid-enrolled children in five North Carolina counties. We describe early learnings from the NC InCK approach to promote the vision of whole-child health for children in North Carolina.


Assuntos
Serviços de Saúde da Criança , Medicaid , Humanos , North Carolina , Criança , Estados Unidos , Pré-Escolar , Prestação Integrada de Cuidados de Saúde , Estudos de Casos Organizacionais
3.
Curr Opin Pediatr ; 34(4): 306-312, 2022 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-35792652

RESUMO

PURPOSE OF REVIEW: To provide primary care providers (PCPs) with updated practical guidance around the assessment and management of attention-deficit/hyperactivity disorder (ADHD) in adolescents and young adults (AYA). RECENT FINDINGS: Of the three different presentations of ADHD delineated in the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition (DSM-5), the Predominantly Inattentive presentation is the most common among AYA. Multiple rating scales exist to assist clinicians in identifying ADHD symptoms and monitoring treatment effects. Importantly, ADHD frequently persists into adulthood with negative impacts in many life domains if left untreated. It is important for PCPs to provide support for AYA as they transition to adulthood, as treatment adherence often drops sharply at that time, and, once treatment is discontinued, it is rarely restarted. Further, clinicians should be aware of the negative psychological, behavioral, and social impacts that COVID-19 has had on AYA with ADHD. SUMMARY: AYA with ADHD often seek care first from PCPs. However, diagnosis and management of ADHD among AYA are challenging, and many clinicians feel ill-equipped, creating concern that many youth may go undiagnosed and untreated. Despite these long-standing challenges, recent advances have opened up critical opportunities for PCPs to proactively address ADHD in primary care settings and make a profound impact on youth as they seek to realize their full potential.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade , COVID-19 , Adolescente , Adulto , Transtorno do Deficit de Atenção com Hiperatividade/diagnóstico , Transtorno do Deficit de Atenção com Hiperatividade/psicologia , Transtorno do Deficit de Atenção com Hiperatividade/terapia , COVID-19/terapia , Manual Diagnóstico e Estatístico de Transtornos Mentais , Humanos , Saúde Mental , Atenção Primária à Saúde , Adulto Jovem
4.
J Pediatr Nurs ; 66: 6-14, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35597132

RESUMO

PURPOSE: Children and youth with special health care needs (CYSHCN) have complex care and coordination needs that are often managed by parents or primary caregivers. This study describes a parent-to-parent peer support pilot program for parents of CYSHCN implemented in both outpatient and inpatient settings across a large health system. DESIGN & METHODS: Retrospective data from the Family Partner Program documentation in patient health records are described. Descriptions about the encounters and types of support provided are also reviewed using qualitative descriptive analysis. RESULTS: Three Family Partners conducted 203 encounters with parents of 90 CYSHCN over six months. Family Partners provided both emotional and tangible support. Primary themes discussed included the persistent care, coordination and management needs related to parenting a child with complex care needs, the subsequent worry and stress about their child and family, and the need for stress management and self-care. CONCLUSION: This study provides early evidence that implementation of a parent-to-parent peer support program for parents of CYSHCN in a large, academic medical center is feasible. Family Partners enhanced their healthcare team's ability to provide patient- and family-centered support for pediatric patients and their families through the provision of emotional and tangible support. PRACTICE IMPLICATIONS: Family Partners, who are trained in effective use of the shared experience, the health coach model, and healthcare systems, and who are supported by a strong supervisory team, are ideally suited to support families and patients as they address their concerns and unmet needs and navigate complex health circumstances.


Assuntos
Poder Familiar , Pais , Adolescente , Criança , Aconselhamento , Necessidades e Demandas de Serviços de Saúde , Humanos , Estudos Retrospectivos
5.
J Public Health Manag Pract ; 26(2): 159-167, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-31348153

RESUMO

OBJECTIVE: Health care provider recommendation is a key determinant of human papillomavirus (HPV) vaccination. We developed an online training program for providers that addressed vaccine guidelines, hesitancy to strongly recommend the vaccine, and reluctance to discuss HPV infection as a sexually transmitted infection. DESIGN: Single-group evaluation with 3 waves. Providers completed a 29-item electronic survey with closed and open-ended response options after course completion. SETTING: Pediatric and family medicine practices in North Carolina. PARTICIPANTS: Prescribing clinicians (MD, DO, family nurse practitioner, physician assistant) who serve preteens aged 11 to 12 years. In wave 3, we expanded our communities to include nursing and medical staff. INTERVENTION: An asynchronous online course to promote preteen HPV vaccination. Topics included HPV epidemiology, vaccine recommendations from the Advisory Committee on Immunization Practices (ACIP), preteen-provider-parent communication, topics about hesitancy to seek vaccination, subjects related to sexual health, and practice-level strategies to increase vaccination rates. The course, approved for 12 CME and CNE credits, was live for 4 weeks and available on-demand for 3 additional months. MAIN OUTCOME MEASURES: Provider-reported change in vaccine communication, perceptions of course content in improving practice, and satisfaction with materials. RESULTS: A total of 113 providers from 25 practices enrolled in the course and 69 (61%) completed an evaluation. Providers spent an average of 6.3 hours on the course and rated the CDC (Centers for Disease Control and Prevention)-ACIP Web site and multiple resources on hesitancy and communication about sexually transmitted infection vaccines most highly of all materials across the 3 waves. Almost all (96%) agreed the course will improve their practice. About half of all participants said they were either "much more likely" (28%) or "more likely" (19%) to recommend the vaccine after course participation. CONCLUSIONS: An online format offers a highly adaptable and acceptable educational tool that promotes interpersonal communication and practice-related changes known to improve providers' vaccine uptake by their patients.


Assuntos
Pessoal de Saúde/educação , Vacinas contra Papillomavirus/uso terapêutico , Poder Familiar/tendências , Vacinação/métodos , Criança , Medicina de Família e Comunidade/educação , Medicina de Família e Comunidade/métodos , Pessoal de Saúde/estatística & dados numéricos , Humanos , Internet , Vacinas contra Papillomavirus/administração & dosagem , Poder Familiar/psicologia , Pediatria/educação , Pediatria/métodos , Inquéritos e Questionários , Vacinação/psicologia , Vacinação/normas
7.
Am J Bot ; 105(5): 898-914, 2018 05.
Artigo em Inglês | MEDLINE | ID: mdl-29874392

RESUMO

PREMISE OF THE STUDY: Underutilized crops and their wild relatives are important resources for crop improvement and food security. Cempedak [Artocarpus integer (Thunb). Merr.] is a significant crop in Malaysia but underutilized elsewhere. Here we performed molecular characterization of cempedak and its putative wild relative bangkong (Artocarpus integer (Thunb). Merr. var. silvestris Corner) to address questions regarding the origin and diversity of cempedak. METHODS: Using data from 12 microsatellite loci, we assessed the genetic diversity and genetic/geographic structure for 353 cempedak and 175 bangkong accessions from Malaysia and neighboring countries and employed clonal analysis to characterize cempedak cultivars. We conducted haplotype network analyses on the trnH-psbA region in a subset of these samples. We also analyzed key vegetative characters that reportedly differentiate cempedak and bangkong. KEY RESULTS: We show that cempedak and bangkong are sister taxa and distinct genetically and morphologically, but the directionality of domestication origin is unclear. Genetic diversity was generally higher in bangkong than in cempedak. We found a distinct genetic cluster for cempedak from Borneo as compared to cempedak from Peninsular Malaysia. Finally, cempedak cultivars with the same names did not always share the same genetic fingerprint. CONCLUSIONS: Cempedak origins are complex, with likely admixture and hybridization with bangkong, warranting further investigation. We provide a baseline of genetic diversity of cempedak and bangkong in Malaysia and found that germplasm collections in Malaysia represent diverse coverage of the four cempedak genetic clusters detected.


Assuntos
Artocarpus/genética , Evolução Biológica , Variação Genética , Repetições de Microssatélites , Sudeste Asiático , Malásia
10.
Curr Opin Pediatr ; 27(4): 427-33, 2015 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-26087419

RESUMO

PURPOSE OF REVIEW: This review describes the current state of commercial sexual exploitation and sex trafficking of adolescents in the United States and globally, the legal and health implications of this severe form of abuse, and the roles that pediatric and adolescent healthcare providers can play in addressing this issue. Although this form of exploitation and abuse is shrouded in secrecy, pediatric and adolescent healthcare providers are well positioned to respond when it arises. However, awareness and understanding of the issue are generally lacking among healthcare professionals, currently limiting their effectiveness in combating this problem. RECENT FINDINGS: Although the empirical evidence base available to guide clinical care of victims of trafficking remains limited given the secretive nature of the abuse, important contributions to the multidisciplinary literature on this issue have been made in recent years, including the Institute of Medicine's landmark report in the United States. SUMMARY: Commercial sexual exploitation and sex trafficking of adolescents represent a human rights tragedy that remains inadequately addressed. As preeminent advocates for the health and well-being of adolescents, pediatric and adolescent healthcare providers can play a crucial role in advancing efforts not only to intervene but also to prevent further victimization of vulnerable youth.


Assuntos
Abuso Sexual na Infância/psicologia , Vítimas de Crime/psicologia , Intervenção em Crise/organização & administração , Tráfico de Pessoas/psicologia , Equipe de Assistência ao Paciente/organização & administração , Transtornos Relacionados ao Uso de Substâncias/psicologia , Sobreviventes/psicologia , Adolescente , Atitude do Pessoal de Saúde , Conscientização , Abuso Sexual na Infância/legislação & jurisprudência , Abuso Sexual na Infância/prevenção & controle , Coleta de Dados , Feminino , Guias como Assunto , Tráfico de Pessoas/legislação & jurisprudência , Tráfico de Pessoas/prevenção & controle , Humanos , Comunicação Interdisciplinar , Masculino , Aceitação pelo Paciente de Cuidados de Saúde , Papel do Médico , Trabalho Sexual/psicologia , Transtornos Relacionados ao Uso de Substâncias/epidemiologia , Estados Unidos/epidemiologia
11.
J Pediatr Nurs ; 30(5): e19-27, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26209872

RESUMO

Transfer from pediatric to adult care is a critical component of a high-quality transition experience for adolescents and young adults (AYA) with chronic illness. To examine the current evidence regarding the effect of transition interventions on care transfer, we performed a systematic review of studies that evaluated the effect of transition interventions on the specific health services outcome of transfer. The Medline, CINAHL, and PsycINFO databases were searched for studies that evaluated 1) a discrete transition intervention for AYA, 2) included a comparison group, and 3) reported on the outcome of transfer from pediatric to adult healthcare. References were screened and reviewed separately by authors, and relevant study details were abstracted during the review process. Five studies from five different countries were included in the final analysis. All five studies were conducted in specialty care clinics, with three interventions involving a nurse practitioner or systems navigator and two interventions involving physicians. Four studies were retrospective observational studies, and one was a pilot randomized controlled trial. Three of the five studies found that the transition intervention was associated with increased rates of transfer while the other two showed no statistically significant effects. Overall, evaluation of transfer appears to be hindered by methodological challenges. Establishing clearer definitions and metrics of transfer and creating the infrastructure needed to monitor the transfer of patients more consistently are important goals.


Assuntos
Doença Crônica/terapia , Atenção à Saúde/organização & administração , Qualidade de Vida , Transição para Assistência do Adulto/organização & administração , Adolescente , Anemia Falciforme/diagnóstico , Anemia Falciforme/terapia , Criança , Diabetes Mellitus Tipo 1/diagnóstico , Diabetes Mellitus Tipo 1/terapia , Feminino , Humanos , Masculino , Satisfação do Paciente/estatística & dados numéricos , Pediatria/métodos , Projetos Piloto , Desenvolvimento de Programas , Avaliação de Programas e Projetos de Saúde , Ensaios Clínicos Controlados Aleatórios como Assunto , Adulto Jovem
12.
Pediatrics ; 153(5)2024 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-38646698

RESUMO

Confidentiality is a foundational element of high-quality, accessible, and equitable health care. Despite strong grounding in federal and state laws, professional guidelines, and ethical standards, health care professionals and adolescent patients face a range of complexities and barriers to seeking and providing confidential care to adolescents across different settings and circumstances. The dynamic needs of adolescents, the oftentimes competing interests of key stakeholders, the rapidly evolving technological context of care, and variable health care billing and claims requirements are all important considerations in understanding how to optimize care to focus on and meet the needs of the adolescent patient. The following assessment of the evolving evidence base offers a view of the current state and best practices while pointing to numerous unmet needs and opportunities for improvement in the care experiences of youth as well as their health outcomes.


Assuntos
Confidencialidade , Confidencialidade/ética , Confidencialidade/legislação & jurisprudência , Humanos , Adolescente , Serviços de Saúde do Adolescente/ética , Serviços de Saúde do Adolescente/legislação & jurisprudência , Estados Unidos
13.
Pediatrics ; 153(5)2024 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-38646690

RESUMO

Confidentiality is an essential component of high-quality health care for adolescents and young adults and can have an impact on the health care experiences and health outcomes of youth. Federal and state laws, professional guidelines, and ethical standards provide a core framework for guidance in the implementation of confidentiality protections in clinical practice. This policy statement provides recommendations for pediatricians and other pediatric health care professionals, clinics, health systems, payers, and electronic health record developers to optimize confidentiality practices and protections for adolescents and young adults across the spectrum of care.


Assuntos
Confidencialidade , Confidencialidade/ética , Confidencialidade/legislação & jurisprudência , Humanos , Adolescente , Estados Unidos , Registros Eletrônicos de Saúde/ética , Registros Eletrônicos de Saúde/legislação & jurisprudência , Registros Eletrônicos de Saúde/normas
14.
Artigo em Inglês | MEDLINE | ID: mdl-38967451

RESUMO

Implant-related complications in surgery for adult spinal deformity (ASD) account for roughly $1 billion US health care expenditures over 5 years, with a majority due to primary rod fracture.1,2 Traditional two-rod constructs have demonstrated rod fracture rates of up to 40%, with a median time to fracture of 3 years.3 Current supplementary rod techniques for decreasing rod fractures inadequately address the issue of increased strain across the lumbosacral junction.4 Here, we describe a novel four-rod technique using "iliac accessory rods," designed to mitigate rod fractures by reinforcing osteotomy levels and dispersing biomechanical stress across the lumbosacral junction. Compared with other supplementary rod techniques for ASD, iliac accessory rods anchor to independent iliac bolts.5 The added fixation points across the lumbosacral junction (4 iliac bolts total) substantially offloads stress on primary rods, most of which fracture near the lumbosacral junction.3 Additionally, connecting these rods to primary rods rostrally via side-to-side connectors, above the osteotomy levels, ensures mobile osteotomy segments are reinforced. Presented is a 78-year-old woman with ASD and worsening lower back pain, radiculopathy, and bilateral leg weakness who failed nonoperative management. She underwent T9 to bi-iliac instrumented fusion with L1-S1 posterior column osteotomies, L4-S1 transforaminal lumbar interbody fusions, and bilateral iliac accessory rod fixation. Postoperatively, she recovered well and had improvement in her symptoms. Imaging revealed correction of spinal alignment. The patient consented to the procedure, and the participants and any identifiable individuals consented to publication of his/her image. Institutional Review Board approval was waived because of institutional exemption policy.

15.
Langmuir ; 29(11): 3567-74, 2013 Mar 19.
Artigo em Inglês | MEDLINE | ID: mdl-23458256

RESUMO

We present a simple and facile strategy for the directed self-assembly of nanoparticles into complex geometries using a minimal set of post guiding features patterned on a substrate. This understanding is based on extensive studies of nanoparticle self-assembly into linear, dense-packed, circular, and star-shaped ensembles when coated onto patterned substrates of predefined post arrays. We determined the conditions under which nanoparticles assemble and "connect" two adjacent post features, thereby forming the desired shapes. We demonstrate that with rational design of the post patterns to enforce the required pairwise interactions with posts, we can create arbitrary arrangements of nanoparticles-for example, to write "IBM" in a deterministic manner. This demonstration of programmable, high-throughput directed self-assembly of nanoparticles shows an alternative route to generate functional nanoparticle assemblies.


Assuntos
Nanopartículas/química , Nanotecnologia/métodos , Soluções
16.
Qual Health Res ; 23(10): 1369-76, 2013 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-24043347

RESUMO

To understand obese adolescent girls' perspectives regarding their weight and health we studied video intervention/prevention assessment audiovisual narratives created by 14 obese girls ages 12 to 20 years. The narratives included interviews, monologues, and daily activities. Themes included illness conceptualizations, health concerns, health misinformation, and distress regarding appearance deriving from both within and without. The predominant theme was ambivalence about obesity. Close examination of these themes revealed potential footholds for intervention. Sensitive exploration of issues such as appearance and psychosocial distress might strengthen the patient-clinician partnership in identifying a patient's strengths and motivating weight loss.


Assuntos
Atitude Frente a Saúde , Obesidade/psicologia , Adolescente , Imagem Corporal/psicologia , Criança , Feminino , Conhecimentos, Atitudes e Prática em Saúde , Humanos , Entrevistas como Assunto , Adulto Jovem
17.
N C Med J ; 74(1): 66-71, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23530388

RESUMO

As a part of health supervision visits, all preteens should receive the combined tetanus, diphtheria, and pertussis vaccine, the meningococcal conjugate vaccine, the human papillomavirus vaccine series, and an annual influenza vaccine. Because levels of vaccine coverage among preteens are generally suboptimal, strategies for improving coverage should be devised and implemented.


Assuntos
Vacinação/métodos , Medicina do Adolescente , Vacinas Bacterianas/administração & dosagem , Criança , Feminino , Humanos , Esquemas de Imunização , Masculino , Vacinação/estatística & dados numéricos , Vacinas Virais/administração & dosagem
18.
J Neurosurg Case Lessons ; 5(7)2023 Feb 13.
Artigo em Inglês | MEDLINE | ID: mdl-38015013

RESUMO

BACKGROUND: Bertolotti's syndrome is a condition of the lower back and/or L5 distribution leg pain caused by a lumbosacral transitional vertebra (LSTV). Diagnosing the LSTV as the cause of the symptoms and condition is essential for accurate management of this syndrome. Castellvi's classification system is widely accepted for LSTV anatomy, but it measures only one aspect of transitional anatomy and was intended primarily to identify target-level disk herniations. OBSERVATIONS: In this case, the Castellvi classification system failed to identify the patient (with 2 years of back and L5 pain) as having an LSTV, even though he displayed LSTV-like anatomy because both L5 transverse process heights measured less than 19 mm. He attained brief but significant relief from bilateral injections into the L5-S1 transverse/ala region and underwent a minimally invasive bilateral decompression of L5-S1 with almost complete relief of his symptoms maintained more than 6 months postoperatively. LESSONS: Given that the patient gained significant relief from treatment of transitional anatomy that failed to be identified using Castellvi's classification system, this case suggests that transverse process height may not be adequate or even the most clinically relevant indicator in identifying LSTV anatomy, which is a precursor to the diagnosis of Bertolotti's syndrome.

19.
JAMA Netw Open ; 6(8): e2327264, 2023 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-37540515

RESUMO

Importance: Despite momentum for pediatric value-based payment models, little is known about tailoring design elements to account for the unique needs and utilization patterns of children and young adults. Objective: To simulate attribution to a hypothetical pediatric accountable care organization (ACO) and describe baseline demographic characteristics, expenditures, and utilization patterns over the subsequent year. Design, Setting, and Participants: This retrospective cohort study used Medicaid claims data for children and young adults aged 1 to 20 years enrolled in North Carolina Medicaid at any time during 2017. Children and young adults receiving at least 50% of their primary care at a large academic medical center (AMC) in 2017 were attributed to the ACO. Data were analyzed from April 2020 to March 2021. Main Outcomes and Measures: Primary outcomes were total cost of care and care utilization during the 2018 performance year. Results: Among 930 266 children and young adults (377 233 children [40.6%] aged 6-12 years; 470 612 [50.6%] female) enrolled in Medicare in North Carolina in 2017, 27 290 children and young adults were attributed to the ACO. A total of 12 306 Black non-Hispanic children and young adults (45.1%), 6308 Hispanic or Latinx children and young adults (23.1%), and 6531 White non-Hispanic children and young adults (23.9%) were included. Most attributed individuals (23 133 individuals [84.7%]) had at least 1 claim in the performance year. The median (IQR) total cost of care in 2018 was $347 ($107-$1123); 272 individuals (1.0%) accounted for nearly half of total costs. Compared with children and young adults in the lowest-cost quartile, those in the highest-cost quartile were more likely to have complex medical conditions (399 individuals [6.9%] vs 3442 individuals [59.5%]) and to live farther from the AMC (median [IQR distance, 6.0 [4.6-20.3] miles vs 13.9 [4.6-30.9] miles). Total cost of care was accrued in home (43%), outpatient specialty (19%), inpatient (14%) and primary (8%) care. More than half of attributed children and young adults received care outside of the ACO; the median (IQR) cost for leaked care was $349 ($130-$1326). The costliest leaked encounters included inpatient, ancillary, and home health care, while the most frequently leaked encounters included behavioral health, emergency, and primary care. Conclusions and Relevance: This cohort study found that while most children attributed to the hypothetical Medicaid pediatric ACO lived locally with few health care encounters, a small group of children with medical complexity traveled long distances for care and used frequent and costly home-based and outpatient specialty care. Leaked care was substantial for all attributed children, with the cost of leaked care being higher than the total cost of care. These pediatric-specific clinical and utilization profiles have implications for future pediatric ACO design choices related to attribution, accounting for children with high costs, and strategies to address leaked care.


Assuntos
Organizações de Assistência Responsáveis , Medicaid , Criança , Humanos , Idoso , Feminino , Estados Unidos , Masculino , Medicare , North Carolina , Estudos de Coortes , Estudos Retrospectivos
20.
Hosp Pediatr ; 13(5): 357-369, 2023 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-37092278

RESUMO

BACKGROUND: Identifying children at high risk with complex health needs (CCHN) who have intersecting medical and social needs is challenging. This study's objectives were to (1) develop and evaluate an electronic health record (EHR)-based clinical predictive model ("model") for identifying high-risk CCHN and (2) compare the model's performance as a clinical decision support (CDS) to other CDS tools available for identifying high-risk CCHN. METHODS: This retrospective cohort study included children aged 0 to 20 years with established care within a single health system. The model development/validation cohort included 33 months (January 1, 2016-September 30, 2018) and the testing cohort included 18 months (October 1, 2018-March 31, 2020) of EHR data. Machine learning methods generated a model that predicted probability (0%-100%) for hospitalization within 6 months. Model performance measures included sensitivity, positive predictive value, area under receiver-operator curve, and area under precision-recall curve. Three CDS rules for identifying high-risk CCHN were compared: (1) hospitalization probability ≥10% (model-predicted); (2) complex chronic disease classification (using Pediatric Medical Complexity Algorithm [PMCA]); and (3) previous high hospital utilization. RESULTS: Model development and testing cohorts included 116 799 and 27 087 patients, respectively. The model demonstrated area under receiver-operator curve = 0.79 and area under precision-recall curve = 0.13. PMCA had the highest sensitivity (52.4%) and classified the most children as high risk (17.3%). Positive predictive value of the model-based CDS rule (19%) was higher than CDS based on the PMCA (1.9%) and previous hospital utilization (15%). CONCLUSIONS: A novel EHR-based predictive model was developed and validated as a population-level CDS tool for identifying CCHN at high risk for future hospitalization.


Assuntos
Hospitalização , Aprendizado de Máquina , Humanos , Criança , Estudos Retrospectivos , Valor Preditivo dos Testes , Registros Eletrônicos de Saúde
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