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BACKGROUND/OBJECTIVE: Inter-hospital patient transfers for neurocritical care are increasingly common due to increased regionalization for acute care, including stroke and intracerebral hemorrhage. This process of transfer is uniquely vulnerable to errors and risk given numerous handoffs involving multiple providers, from several disciplines, located at different institutions. We present failure mode and effect analysis (FMEA) as a systems engineering methodology that can be applied to neurocritical care transitions to reduce failures in communication and improve patient safety. Specifically, we describe our local implementation of FMEA to improve the safety of inter-hospital transfer for patients with intracerebral and subarachnoid hemorrhage as evidence of success. METHODS: We describe the conceptual basis for and specific use-case example for each formal step of the FMEA process. We assembled a multi-disciplinary team, developed a process map of all components required for successful transfer, and identified "failure modes" or errors that hinder completion of each subprocess. A risk or hazard analysis was conducted for each failure mode, and ones of highest impact on patient safety and outcomes were identified and prioritized for implementation. Interventions were then developed and implemented into an action plan to redesign the process. Importantly, a comprehensive evaluation method was established to monitor outcomes and reimplement interventions to provide for continual improvement. RESULTS: This intervention was associated with significant reductions in emergency department (ED) throughput (ED length of stay from 300 to 149 min, (p < .01), and improvements in inter-disciplinary communication (increase from pre-intervention (10%) to post- (64%) of inter-hospital transfers where the neurological intensive care unit and ED attendings discussed care for the patient prior to their arrival). CONCLUSIONS: Application of the FMEA approach yielded meaningful and sustained process change for patients with neurocritical care needs. Utilization of FMEA as a change instrument for quality improvement is a powerful tool for programs looking to improve timely communication, resource utilization, and ultimately patient safety.
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Segurança do Paciente , Transferência de Pacientes , Comunicação , Serviço Hospitalar de Emergência , Humanos , Melhoria de QualidadeRESUMO
INTRODUCTION: Nontraumatic intracranial hemorrhage (ICH) is a neurological emergency of research interest; however, unlike ischemic stroke, has not been well studied in large datasets due to the lack of an established administrative claims-based definition. We aimed to evaluate both explicit diagnosis codes and machine learning methods to create a claims-based definition for this clinical phenotype. METHODS: We examined all patients admitted to our tertiary medical center with a primary or secondary International Classification of Disease version 9 (ICD-9) or 10 (ICD-10) code for ICH in claims from any portion of the hospitalization in 2014-2015. As a gold standard, we defined the nontraumatic ICH phenotype based on manual chart review. We tested explicit definitions based on ICD-9 and ICD-10 that had been previously published in the literature as well as four machine learning classifiers including support vector machine (SVM), logistic regression with LASSO, random forest and xgboost. We report five standard measures of model performance for each approach. RESULTS: A total of 1830 patients with 2145 unique ICD-10 codes were included in the initial dataset, of which 437 (24%) were true positive based on manual review. The explicit ICD-10 definition performed best (Sensitivityâ¯=â¯0.89 (95% CI 0.85-0.92), Specificityâ¯=â¯0.83 (0.81-0.85), F-scoreâ¯=â¯0.73 (0.69-0.77)) and improves on an explicit ICD-9 definition (Sensitivityâ¯=â¯0.87 (0.83-0.90), Specificityâ¯=â¯0.77 (0.74-0.79), F-scoreâ¯=â¯0.67 (0.63-0.71). Among machine learning classifiers, SVM performed best (Sensitivityâ¯=â¯0.78 (0.75-0.82), Specificityâ¯=â¯0.84 (0.81-0.87), AUCâ¯=â¯0.89 (0.87-0.92), F-scoreâ¯=â¯0.66 (0.62-0.69)). CONCLUSIONS: An explicit ICD-10 definition can be used to accurately identify patients with a nontraumatic ICH phenotype with substantially better performance than ICD-9. An explicit ICD-10 based definition is easier to implement and quantitatively not appreciably improved with the additional application of machine learning classifiers. Future research utilizing large datasets should utilize this definition to address important research gaps.
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Demandas Administrativas em Assistência à Saúde , Mineração de Dados , Classificação Internacional de Doenças , Hemorragias Intracranianas/diagnóstico , Máquina de Vetores de Suporte , Idoso , Idoso de 80 Anos ou mais , Feminino , Pesquisa sobre Serviços de Saúde , Humanos , Hemorragias Intracranianas/classificação , Masculino , Pessoa de Meia-Idade , Fenótipo , Valor Preditivo dos Testes , Reprodutibilidade dos TestesRESUMO
GOAL: Interhospital transfer (IHT) facilitates access to specialized neurocritical care but may also introduce unique risk. Our goal was to describe providers' perceptions of safety threats during IHT for patients with nontraumatic intracranial hemorrhage. MATERIALS AND METHODS: We employed qualitative, semi-structured interviews at an academic medical center receiving critically-ill neurologic transfers, and 5 referring hospitals. Interviewees included physicians, nurses, and allied health professionals with experience caring for patients transferred between hospitals for nontraumatic intracranial hemorrhage. Interviews continued until data saturation was reached. Coding occurred concurrently with interviews. Analysis was inductive, using the constant comparative method. FINDINGS: The predominant impediments to safe, high-quality neurocritical care transitions between hospitals are insufficient communication, gaps in clinical practice, and lack of IHT structure. Insufficient communication highlights the unique communication challenges specific to IHT, which overlay and compound known intrahospital communication barriers. Gaps in clinical practice revolve primarily around the provision of neurocritical care for this patient population, often subject to resource availability, by receiving hospital emergency medicine providers. Lack of structure outlines providers' questions that emerge when institutions fail to identify process channels, expectations, and accountability during complex neurocritical care transitions. CONCLUSIONS: The predominant impediments to safe, high-quality neurocritical care transitions between hospitals are insufficient communication, gaps in clinical practice, and lack of IHT structure. These themes serve as fundamental targets for quality improvement initiatives. To our knowledge, this is the first description of challenges to quality and safety in high-risk neurocritical care transitions through clinicians' voices.
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Prestação Integrada de Cuidados de Saúde/organização & administração , Hemorragias Intracranianas/terapia , Segurança do Paciente , Transferência de Pacientes/organização & administração , Atitude do Pessoal de Saúde , Comportamento Cooperativo , Conhecimentos, Atitudes e Prática em Saúde , Humanos , Comunicação Interdisciplinar , Entrevistas como Assunto , Hemorragias Intracranianas/diagnóstico , Equipe de Assistência ao Paciente/organização & administração , Lacunas da Prática Profissional , Prognóstico , Pesquisa Qualitativa , Medição de Risco , Fatores de Risco , Fatores de TempoRESUMO
OBJECTIVE: Overcrowding in the emergency department (ED) has been associated with patient harm, yet little is known about the association between ED boarding and adverse hospitalization outcomes. We sought to examine the association between ED boarding and three common adverse hospitalization outcomes: rapid response team activation (RRT), escalation in care, and mortality. METHOD: We conducted an observational analysis of consecutive patient encounters admitted from the ED to the general medical service between February 2013 and June 2015. This study was conducted in an urban, academic hospital with an annual adult ED census over 90,000. We defined boarding as patients with greater than 4h from ED bed order to ED departure to hospital ward. The primary outcome was a composite of adverse outcomes in the first 24h of admission, including RRT activation, care escalation to intensive care, or in-hospital mortality. RESULTS: A total of 31,426 patient encounters were included of which 3978 (12.7%) boarded in the ED for 4h or more. Adverse outcomes occurred in 1.92% of all encounters. Comparing boarded vs. non-boarded patients, 41 (1.03%) vs. 244 (0.90%) patients experienced a RRT activation, 53 (1.33%) vs. 387 (1.42%) experienced a care escalation, and 1 (0.03%) vs.12 (0.04%) experienced unanticipated in-hospital death, within 24h of ED admission. In unadjusted analysis, there was no difference in the composite outcome between boarding and non-boarding patients (1.91% vs. 1.91%, p=0.994). Regression analysis adjusted for patient demographics, acuity, and comorbidities also showed no association between boarding and the primary outcome. A sensitivity analysis showed an association between ED boarding and the composite outcome inclusive of the entire inpatient hospital stay (5.8% vs. 4.7%, p=0.003). CONCLUSION: Within the first 24h of hospital admission to a general medicine service, adverse hospitalization outcomes are rare and not associated with ED boarding.
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Serviço Hospitalar de Emergência/estatística & dados numéricos , Hospitalização/tendências , Pacientes Internados/estatística & dados numéricos , Qualidade da Assistência à Saúde , Estudos Transversais , Feminino , Mortalidade Hospitalar/tendências , Humanos , Masculino , Estudos Retrospectivos , Fatores de Tempo , Estados Unidos/epidemiologiaAssuntos
Política Nutricional , Obesidade Infantil/prevenção & controle , Adolescente , Criança , Pré-Escolar , Feminino , Humanos , Masculino , Obesidade Infantil/dietoterapia , Obesidade Infantil/epidemiologia , Prevalência , Instituições Acadêmicas/organização & administração , Instituições Acadêmicas/estatística & dados numéricosRESUMO
Objective: (1) To describe the prevalence of high blood pressure (BP) and the association with BMI in young children with overweight/obesity; (2) to evaluate the accuracy of a single high BP to diagnose sustained hypertension over three visits. Methods: We used pre-intervention data from the Improving Pediatric Obesity Practice Using Prompts (iPOP-UP) trial. We included children aged 3-12 years with BMI ≥85th percentile at well-visits in 2019-2021 at 84 primary care practices in 3 US health systems in the Northeast, Midwest, and South. BP percentiles were calculated from the first visit with BP recorded during the study period. Hypertensive-range BP was defined by the 2017 American Academy of Pediatrics guideline. We tested the association between BMI classification and hypertensive BP using multivariable logistic regression. Results: Of 78,280 children with BMI ≥85th percentile, 76,214 (97%) had BP recorded during the study period (mean 7.4 years, 48% female, 53% with overweight, and 13% with severe obesity). The prevalence of elevated or hypertensive BP was 31%, including 27% in children with overweight and 33%, 39%, and 49% with class I, II, and III obesity, respectively. Higher obesity severity was associated with higher odds of hypertensive BP in the multivariable model. Stage 2 hypertensive BP at the initial visit had specificity of 99.1% (95% confidence interval 98.9-99.3) for detecting sustained hypertension over ≥3 visits. Conclusions: High BP is common in 3- to 12-year-olds with overweight/obesity, with higher obesity severity associated with greater hypertension. Children with overweight/obesity and stage 2 BP are likely to have sustained hypertension and should be prioritized for evaluation. Trial Registration: ClinicalTrials.gov Identifier: NCT05627011.
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BACKGROUND: The presentation of critically ill patients to emergency departments often necessitates interhospital transfer (IHT) to a tertiary care center for specialized neurocritical care. Patients with nontraumatic intracranial hemorrhage represent a critically ill population subject to high rates of IHT and who is thus an important target for research and quality improvement of IHT. We describe the use of an innovative simulation methodology engaging transfer staff, clinicians, and stakeholders to refine and facilitate the adoption of a standardized IHT protocol for transferring patients with neurovascular emergencies. METHODS: This was a qualitative study using a phenomenological approach. Participants consisted of IHT call center staff members, neurointensivists, neurosurgeons, and emergency physicians. We conducted a standardized telephone-based simulation case to prime participants for feedback on their experiences with IHT for intracranial hemorrhage patients. Facilitators conducted focus groups immediately after the simulation to identify process improvement opportunities. A structured thematic analysis identified overarching concepts from the data. RESULTS: We achieved data saturation with 7 simulations and a total of 24 participants. Thematic analysis identified 3 IHT-specific themes: (1) challenges unique to multispecialty critical illness, (2) interdisciplinary relationships and dynamics, and (3) communication and information processing for IHT. Three quality improvement initiatives emerged from the debriefings: standardized communication checklist, early acceptance protocol, and structure for telephone-based care handoffs. CONCLUSIONS: We demonstrate the use of telephone-based simulation technology to identify potential pitfalls and accelerate the adoption of a new IHT protocol for patients with nontraumatic intracranial hemorrhage. New quality improvement strategies can organically result through interprofessional debriefings for patients with potentially complex handoffs between hospitals.
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Hemorragias Intracranianas , Transferência de Pacientes , Serviço Hospitalar de Emergência , Hospitais , Humanos , Hemorragias Intracranianas/terapia , Projetos PilotoRESUMO
Critically ill patients may be exposed to unique safety threats as a result of the complexity of interhospital and intrahospital transitions involving the emergency department (ED). Real-time surveys were administered to clinicians in the ED and neuroscience intensive care unit of a tertiary health care system to assess perceptions of handoff safety and quality in transitions involving critically ill neurologic patients. In all, 115 clinical surveys were conducted among 26 patient transfers. Among all clinician types, 1 in 5 respondents felt the handoff process was inadequate. Risks to patient safety during the transfer process were reported by 1 in 3 of respondents. Perceived risks were reported more frequently by nurses (44%) than physicians/advanced practice providers (28%). Real-time survey methodology appears to be a feasible and valuable, albeit resource intensive, tool to identify safety risks, expose barriers to communication, and reveal challenges not captured by traditional approaches to inform multidisciplinary quality improvement efforts.