UNASSIGNED: Using deep learning for disease outcome prediction is an approach that has made large advances in recent years. Notwithstanding its excellent performance, clinicians are also interested in learning how input affects prediction. Clinical validation of explainable deep learning models is also as yet unexplored. This study aims to evaluate the performance of Deep SHapley Additive exPlanations (D-SHAP) model in accurately identifying the diagnosis code associated with the highest mortality risk.
UNASSIGNED: Incidences of at least one in-hospital cardiac arrest (IHCA) for 168,693 patients as well as 1,569,478 clinical records were extracted from Taiwan\'s National Health Insurance Research Database. We propose a D-SHAP model to provide insights into deep learning model predictions. We trained a deep learning model to predict the 30-day mortality likelihoods of IHCA patients and used D-SHAP to see how the diagnosis codes affected the model\'s predictions. Physicians were asked to annotate a cardiac arrest dataset and provide expert opinions, which we used to validate our proposed method. A 1-to-4-point annotation of each record (current decision) along with four previous records (historical decision) was used to validate the current and historical D-SHAP values.
UNASSIGNED: A subset consisting of 402 patients with at least one cardiac arrest record was randomly selected from the IHCA cohort. The median age was 72 years, with mean and standard deviation of 69 ± 17 years. Results indicated that D-SHAP can identify the cause of mortality based on the diagnosis codes. The top five most important diagnosis codes, namely respiratory failure, sepsis, pneumonia, shock, and acute kidney injury were consistent with the physician\'s opinion. Some diagnoses, such as urinary tract infection, showed a discrepancy between D-SHAP and clinical judgment due to the lower frequency of the disease and its occurrence in combination with other comorbidities.
UNASSIGNED: The D-SHAP framework was found to be an effective tool to explain deep neural networks and identify most of the important diagnoses for predicting patients\' 30-day mortality. However, physicians should always carefully consider the structure of the original database and underlying pathophysiology.

BACKGROUND: The COVID-19 pandemic has introduced major changes in the resuscitation practices of cardiac arrest victims.
OBJECTIVE: We aimed to compare the characteristics and outcomes of patients who sustained in-hospital cardiac arrest (IHCA) during the early COVID-19 pandemic period (2020) with those during the late COVID-19 pandemic period (2021).
METHODS: This was a retrospective review of adult patients sustaining IHCA at a single academic centre. We compared characteristics and outcomes of IHCA for 5 months in 2020 with those experiencing IHCA for 5 months in 2021.
RESULTS: Patients sustaining IHCA during the early COVID-19 pandemic period had higher rates of delayed epinephrine administration of more than 5 min (13.4% vs. 1.9%; p < 0.01), more frequent delays in the initiation of chest compressions (55.6% vs. 17.9%; p < 0.01), and were intubated less often (23.0% vs. 59.3%; p < 0.01). In terms of outcomes, both return of spontaneous circulation (35.8% vs. 51.2%; p < 0.01) and survival to hospital discharge rates (13.9% vs. 30.2%; p < 0.01) were lower during the early COVID-19 pandemic period.
CONCLUSIONS: The early COVID-19 pandemic period was associated with delays in epinephrine administration and chest compression initiation for IHCA. Moreover, both return of spontaneous circulation and survival to hospital discharge were lower during the early COVID-19 pandemic period.

Children with heart disease are at increased risk of unstable dysrhythmias and in-hospital cardiac arrest (IHCA). Clinician adherence to lifesaving processes of care is an important contributor to improving patient outcomes. This study evaluated whether critical event checklists improve adherence to lifesaving processes during simulated acute events secondary to unstable dysrhythmias. A randomized controlled trial was conducted in a cardiac ward in a tertiary care, academic children\'s hospital. Unannounced simulated emergencies involving dysrhythmias in pediatric patients with underlying cardiac disease were conducted weekly. Responders were pediatric and anesthesiology residents, respiratory therapists, and bedside registered nurses. Six teams were randomized into two groups-three received checklists (intervention) and three did not (control). Each team participated in four simulated scenarios over a 4-week pediatric cardiology rotation. Participants received a brief slideshow presentation, which included a checklist orientation, at the start of their rotation. Simulations were video and audio recorded and those with three or more participants were included for analysis. The primary outcome was team adherence to lifesaving processes, expressed as the percentage of completed critical management steps. Secondary outcomes included participant perceptions of the checklist usefulness in identifying and managing dysrhythmias. We used generalized estimating equations (GEE) models, which accounted for clustering within groups, to evaluate the effects of the intervention. A total of 24 simulations were conducted; one of the 24 simulations was excluded due to an insufficient number of participants. In our GEE analysis, 81.21% (78.96%, 83.47%) of critical steps were completed with checklists available versus 68.06% (59.38%, 76.74%) without checklists (p = 0.004). Ninety-three percent of study participants reported that they would use the checklists during an unstable dysrhythmia of a child with underlying cardiac disease. Checklists were associated with improved adherence to lifesaving processes during simulated resuscitations for unstable pediatric dysrhythmias. These findings support the use of scenario specific checklists for the management of unstable dysrhythmias in simulations involving pediatric patients with underlying cardiac disease. Future studies should investigate whether checklists are as effective in actual pediatric in-hospital emergencies.

UNASSIGNED: This study aimed to compare the short-term outcomes of surgical treatment for acute type A aortic dissection between patients undergoing cardiopulmonary arrest at the time of entry into the operating room and patients who received successful preoperative cardiopulmonary resuscitation before entering the operating room or patients who had cardiopulmonary arrest on the operating room table after entering the operating room without cardiopulmonary arrest. In the present study, we focused on the circulatory status at the time of entering the operating room because it is economically and emotionally difficult to cease intervention once the patient has entered the operating room, where surgeons, anesthesiologists, nurses, and perfusionists are already present, all necessary materials are packed off and cardiopulmonary bypass have already been primed.
UNASSIGNED: Twenty (5.5%) of 362 patients who underwent surgical treatment for acute type A aortic dissection between January 2016 and March 2022 had preoperative cardiopulmonary arrest. To compare the early operative outcomes, the patients were divided into the spontaneous circulation group (n = 14, 70.0%) and the non-spontaneous circulation group (n = 6, 30.0%) based on the presence or absence of spontaneous circulation upon entering the operating room. The primary endpoint was postoperative 30-day mortality. The secondary endpoints included in-hospital complications and persistent neurological disorders.
UNASSIGNED: Thirty-day mortality was 65% (n = 13/20) in the entire cohort; 50% (n = 7/14) in the spontaneous circulation group and 100% (n = 6/6) in the non-spontaneous circulation group. The major cardiopulmonary arrest causes were aortic rupture and cardiac tamponade (n = 16; 80.0%), followed by coronary malperfusion (n = 4; 20.0%). Seven patients (50.0%) survived in the spontaneous circulation group, and none survived in the non-spontaneous circulation group (P = .044). Five survivors walked unaided and were discharged home; the remaining two were comatose and paraplegic.
UNASSIGNED: The outcomes were extremely poor in patients with acute type A aortic dissection who had preoperative cardiopulmonary arrest and received ongoing cardiopulmonary resuscitation at entry into the operating room. Therefore, surgical treatment might be contraindicated in such patients.

暂无摘要。

BACKGROUND: Cardiac arrest is a life-threatening condition requiring urgent medical care and is one of the leading causes of death worldwide. Given that in-hospital cardiac arrest (IHCA) is still poorly investigated, data on health-associated quality of life thereafter remains scarce. The available evidence is mostly transferred from out-of-hospital cardiac arrest studies, but the epidemiology and determinants of success might be different. The aim of the study was to investigate the change in the quality of life after in-hospital cardiac arrest and to identify potential risk factors for a poor outcome.
METHODS: This retrospective analysis of data and prospective evaluation of quality of life included all patients surviving an IHCA and being treated by the emergency medical team between 2010 and 2020. The primary endpoint of the study was the quality of life after IHCA at the reference date. Secondary endpoints covered determination of risk factors and predictors of poor outcome after in-hospital cardiopulmonary resuscitation.
RESULTS: In total 604 patients were resuscitated within the period of 11 years and 61 (10%) patients survived until the interview took place. Finally, 48 (79%) patients fulfilled the inclusion criteria and 31 (65%) were included in the study. There was no significant difference in the quality of life before and after cardiac arrest (EQ-5D-5L utility 0.79 vs. 0.78, p = 0.567) and in the EQ-5D-5L visual analogue scale (VAS) score.
CONCLUSIONS: The quality of life before and after IHCA in survivors was good and comparable. The quality of life was mostly affected by reduced mobility and anxiety/depression. Future studies with larger patient samples should focus on potentially modifiable factors that could prevent, warn, and limit the consequences of in-hospital cardiac arrest. Moreover, research on outcomes of IHCA should include available tools for the quality of life assessment.
UNASSIGNED: HINTERGRUND: Ein Herz-Kreislauf-Stillstand (HKS) ist ein lebensbedrohlicher Zustand, der weltweit eine der häufigsten Todesursachen darstellt. Die Literatur bezüglich der Lebensqualität nach kardiopulmonaler Reanimation ist limitiert und beinhaltet hauptsächlich Daten von HKS außerhalb des Krankenhauses. Diese könnten sich bezüglich Epidemiologie und Outcome von innerklinischen Herz-Kreislauf-Stillständen (IHCA) unterscheiden. Ziel dieser Studie war es, die Lebensqualität mittels EQ-5D-5L-Fragebogen nach einem IHCA zu untersuchen und mögliche Risikofaktoren für ein schlechteres Outcome zu ermitteln.
METHODS: Diese retrospektive Datenanalyse und prospektive Erhebung der Lebensqualität umfasste alle Patient:innen, die einen IHCA im Zeitraum von 2010 bis 2020 überlebten. Der primäre Endpunkt der Studie war die Lebensqualität am Stichtag nach einem IHCA. Sekundäre Endpunkte umfassten Prädiktoren für ein schlechteres Outcome.
UNASSIGNED: Insgesamt wurden innerhalb des Zeitraums von 11 Jahren 604 innerklinische Reanimationen durchgeführt, wobei 61 (10 %) der Patient:innen bis zum Zeitpunkt der Befragung überlebten. Achtundvierzig (79 %) Patient:innen erfüllten die Einschlusskriterien, und 31 (65 %) wurden in diese Studie eingeschlossen. Es gab keinen signifikanten Unterschied in der Lebensqualität vor und nach dem HKS (EQ-5D-5L Utilität 0,79 vs. 0,78; p = 0,567) und im EQ-5D-5L-VAS-Score. Eine chirurgische Indikation für die Krankenhausaufnahme war mit einer besseren Lebensqualität nach dem IHCA assoziiert, verglichen mit einer medizinischen Aufnahmeindikation (p = 0,009).
UNASSIGNED: Patient:innen, die einen innerklinischen Herz-Kreislauf-Stillstand überlebten, zeigten eine vergleichbare Lebensqualität vor und nach dem Ereignis. Dennoch berichteten die Patient:innen über eine Verschlechterung der Mobilität und der Angst/Depression. Künftige Studien sollten bei der Erhebung der Folgen eines Herz-Kreislauf-Stillstands die verfügbaren Instrumente zur Bewertung der Lebensqualität miteinbeziehen.

Background: Though out-of-hospital CA (OHCA) is widely reported, data on in-hospital CA (IHCA) and especially cardiac arrest (CA) in the emergency department (CAED) are scarce. This study aimed to determine the frequency, prevalence, and clinical features of unexpected CAED and compare the data with those of expected CAED. Methods: We defined unexpected CAED as CA occurring in patients in non-critical ED-care areas; classified as not requiring strict monitoring. This classification was the modified Japanese Triage and Acuity Scale and physician assessment. A retrospective analysis of cases from 2016 to 2018 was performed, in comparison to other patients experiencing CAED. Results: The 38 cases of unexpected CA in this study constituted 34.5% of CA diagnosed in the ED and 8.4% of all CA treated in the ED. This population did not differ significantly from other CAED regarding demographics, comorbidities, and survival rates. The commonest symptoms were dyspnoea, disorders of consciousness, generalised weakness, and chest pain. The commonest causes of death were acute myocardial infarction, malignant neoplasms with metastases, septic shock, pulmonary embolism, and heart failure. Conclusions: Unexpected CAED represents a group of potentially avoidable CA and deaths. These patients should be analysed, and ED management should include measures aimed at reducing their incidence.

暂无摘要。

OBJECTIVE: We aimed to investigate the association of recent team leader simulation training (<6 months) and years of clinical experience (≥4 years) with chest compression quality during in-hospital cardiac arrest (IHCA).
METHODS: This cohort study of IHCA in four Danish hospitals included cases with data on chest compression quality and team leader characteristics. We assessed the impact of recent simulation training and experienced team leaders on longest chest compression pause duration (primary outcome), chest compression fraction (CCF), and chest compression rates within guideline recommendations using mixed effects models.
RESULTS: Of 157 included resuscitation attempts, 45% had a team leader who recently participated in simulation training and 66% had an experienced team leader. The median team leader experience was 7 years [Q1; Q3: 4; 11]. The median duration of the longest chest compression pause was 16 s [10; 30]. Having a team leader with recent simulation training was associated with significantly shorter longest pause durations (difference: -7.11 s (95%-CI: -12.0; -2.2), p = 0.004), a higher CCF (difference: 3% (95%-CI: 2.0; 4.0%), p < 0.001) and with less guideline compliant chest compression rates (odds ratio: 0.4 (95%-CI: 0.19; 0.84), p = 0.02). Having an experienced team leader was not associated with longest pause duration (difference: -1.57 s (95%-CI: -5.34; 2.21), p = 0.42), CCF (difference: 0.7% (95%-CI: -0.3; 1.7), p = 0.17) or chest compression rates within guideline recommendations (odds ratio: 1.55 (95%-CI: 0.91; 2.66), p = 0.11).
CONCLUSIONS: Recent simulation training of team leaders, but not years of team leader experience, was associated with shorter chest compression pauses during IHCA.

UNASSIGNED: The German Resuscitation Registry was started in 2007 and collects data on out-of-hospital as well as in-hospital cardiac arrest and resuscitation. It has collected more than 400.000 datasets till today.
UNASSIGNED: The German Resuscitation Registry (GRR) is a voluntary quality improvement tool and research tool for out-of-hospital and in-hospital resuscitation as well as in-hospital emergency treatment. It collects data for initial treatment, in-hospital care as well as long-term outcome in an online database. For risk stratification two scores have been developed, published, and implemented. The participants are getting annual and monthly or quarterly reports in addition to the standardized online, 24/7 available analyzing options. An annual public report is published as well. We are reporting on the OHCA annual report of 2022.
UNASSIGNED: In 2022 the incidence of CPR started or continued by EMS was 77.6/100.000 inhabitants/year. The mean age was 70.2 years and 66.7% were male bystanders who started CPR in 51.3%. The average response time for the first EMS vehicle to arrive on scene was 6:55 min.In 57.9% of the cases, they had a presumed cardiac cause. The primary outcome, return-of-spontaneous circulation (ROSC) was achieved in 42.1%.
UNASSIGNED: With its more than 450.000 included datasets, the GRR is an established tool for quality improvement and research in Germany and internationally. The results for the incidence of OHCA and outcome from 2022 are compared to EuReCa TWO data ranging in the upper third of European countries. Furthermore, the GRR has contributed to increasing knowledge of OHCA by conducting and publishing research e.g. on epidemiology, airway management, and medication of OHCA.