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OBJECTIVES: Tranexamic acid (TXA) administration confers a survival benefit in bleeding trauma patients; however, data regarding its use in pediatric patients are limited. This study evaluates the prehospital treatment with TXA in pediatric trauma patients treated by the Israel Defense Forces Medical Corps (IDF-MC). DESIGN: Retrospective, cohort study using the Israel Defense Forces registry, 2011-2021. PATIENTS: Pediatric trauma patients less than 18 years old. We excluded patients pronounced dead at the scene. INTERVENTIONS: None. SETTING: All cases of pediatric trauma in the registry were assessed for treatment with TXA. Propensity score matching was used to assess the association between prehospital TXA administration and mortality. MEASUREMENTS AND MAIN RESULTS: Overall, 911 pediatric trauma patients were treated with TXA by the IDF-MC teams; the median (interquartile) age was 10 years (5-15 yr), and 72.8% were male. Seventy patients (7.6%) received TXA, with 52 of 70 (74%) receiving a 1,000 mg dose (range 200-1,000 mg). There were no prehospital adverse events associated with the use of TXA (upper limit of 95% CI for 0/70 is 4.3%). Compared with pediatric patients who did not receive TXA, patients receiving TXA were more likely to suffer from shock (40% vs 10.7%; p < 0.001), sustain more penetrating injuries (72.9% vs 31.7%; p < 0.001), be treated with plasma or crystalloids (62.9% vs 11.4%; p < 0.001), and undergo more lifesaving interventions (24.3% vs 6.2%; p < 0.001). The propensity score matching failed to identify an association between TXA and lesser odds of mortality, although a lack of effect (or even adverse effect) could not be excluded (non-TXA: 7.1% vs TXA: 4.3%, odds ratio = 0.584; 95% CI 0.084-3.143; p = 0.718). CONCLUSIONS: Although prehospital TXA administration in the pediatric population is feasible with adverse event rate under 5%, more research is needed to determine the appropriate approach to pediatric hemostatic resuscitation and the role of TXA in this population.
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Antifibrinolíticos , Ácido Tranexámico , Heridas y Lesiones , Humanos , Masculino , Niño , Adolescente , Femenino , Ácido Tranexámico/efectos adversos , Israel , Estudios de Cohortes , Estudios Retrospectivos , Antifibrinolíticos/uso terapéutico , Sistema de Registros , Heridas y Lesiones/tratamiento farmacológicoRESUMEN
OBJECTIVE: The role of basic life support (BLS) vs. advanced life support (ALS) in pediatric trauma is controversial. Although ALS is widely accepted as the gold standard, previous studies have found no advantage of ALS over BLS care in adult trauma. The objective of this study was to evaluate whether ALS transport confers a survival advantage over BLS among severely injured children. METHODS: A retrospective cohort study of data included in the Israeli National Trauma Registry from January 1, 2011, through December 31, 2020 was conducted. All the severely injured children (age < 18 years and injury severity score [ISS] ≥16) were included. Patient survival by mode of transport was analyzed using logistic regression. RESULTS: Of 3167 patients included in the study, 65.1% were transported by ALS and 34.9% by BLS. Significantly more patients transported by ALS had ISS ≥25 as well as abnormal vital signs at admission. The ALS and BLS cohorts were comparable in age, gender, mechanism of injury, and prehospital time. Children transported by ALS had higher in-hospital mortality (9.2% vs. 0.9%, p < 0.001). Following risk adjustment, patients transported by ALS teams were significantly more likely to die than patients transported by BLS (adjusted OR 2.27, 95% CI 1.05-5.41, p = 0.04). Patients with ISS ≥50 had comparable mortality rates in both groups (45.9% vs. 55.6%, p = 0.837) while patients with GCS <9 transported by ALS had higher mortality (25.9% vs. 11.5%, p = 0.019). Admission to a level II trauma center vs. a level I hospital was also associated with increased mortality (adjusted OR 2.78 (95% CI 1.75-4.55, p < 0.001). CONCLUSIONS: Among severely injured children, prehospital ALS care was not associated with lower mortality rates relative to BLS care. Because of potential confounding by severity in this retrospective analysis, further studies are warranted to validate these results.
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Servicios Médicos de Urgencia , Cuidados para Prolongación de la Vida , Adolescente , Adulto , Niño , Humanos , Servicios Médicos de Urgencia/métodos , Cuidados para Prolongación de la Vida/métodos , Estudios Retrospectivos , Centros TraumatológicosRESUMEN
BACKGROUND: Fever is a physiologic response to a wide range of pathologies and one of the most common complaints and clinical signs in the emergency medicine department (ED). The association between fever magnitude and clinical outcomes has been evaluated in specific populations with inconsistent results. OBJECTIVES: In this study we aimed to investigate the association between the degree of fever in the ED and clinical outcomes of hospitalized febrile adult patients. METHODS: This was a retrospective single-center cohort study of all the patients with maximal body temperature (BT) ≥ 38.0 °C, as recorded during the ED evaluation, who were hospitalized between January 2015 and December 2020. Patients with heatstroke were excluded. The primary outcome was 30-day all-cause mortality and secondary outcomes were intensive care unit (ICU) admission and development of acute kidney injury (AKI). RESULTS: Fever was recorded among 8.1% of patients evaluated in the ED. Elevated BT was associated with increased risk of hospital admission (70.3% vs. 49.4%, p < 0.001), 30-day mortality (12.3% vs. 2.6%, p < 0.001), ICU admission (5.7% vs. 2.8%, p < 0.001), and AKI 11.7% vs. 3.8%, p < 0.001). After exclusion of nine patients with heatstroke, 21,252 hospitalized febrile patients were included in the final analysis. BT > 39.7 °C was progressively associated with increased mortality (OR 1.64-2.22, 95% CI 1.16-2.81, p < 0.005) as compared to BT 38.0-38.1 °C. More AKI events were observed in patients with BT > 39.5 °C (OR 1.48-2.91, 95% CI 1.11-3.66, p < 0.007). Temperature between 39.2 and 39.5 °C was associated with lower mortality (OR 0.62-0.71, 95% CI 0.51-0.87, p < 0.001). In a multiple logistic regression analysis BT > 39.9 °C was independently associated with increased mortality and AKI. BT > 39.7 °C was progressively associated with an increased risk of ICU admission. CONCLUSION: Among febrile patients admitted to the hospital, BT > 39.5 °C was associated with adverse clinical course, as compared to patients with lower-grade fever (38.0-38.1 °C). These patients should be flagged on arrival to the ED and likely warrant more aggressive evaluation and treatment.
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Servicio de Urgencia en Hospital/estadística & datos numéricos , Fiebre/mortalidad , Unidades de Cuidados Intensivos/estadística & datos numéricos , Anciano , Anciano de 80 o más Años , Femenino , Mortalidad Hospitalaria , Humanos , Masculino , Persona de Mediana Edad , Evaluación de Resultado en la Atención de Salud/estadística & datos numéricos , Estudios Retrospectivos , Índice de Severidad de la EnfermedadRESUMEN
OBJECTIVE: Current guidelines advocate prehospital endotracheal intubation (ETI) in patients with suspected severe head injury and impaired level of consciousness. However, the ability to identify patients with traumatic brain injury (TBI) in the prehospital setting is limited and prehospital ETI carries a high complication rate. We investigated the prevalence of significant TBI among patients intubated in the field for that reason. METHODS: Data were retrospectively collected from emergency medical services and hospital records of trauma patients for whom prehospital ETI was attempted and who were transferred to Rambam Health Care Campus, Israel. The indication for ETI was extracted. The primary outcome was significant TBI (clinical or radiographic) among patients intubated due to suspected severe head trauma. RESULTS: In 57.3% (379/662) of the trauma patients, ETI was attempted due to impaired consciousness. 349 patients were included in the final analysis: 82.8% were male, the median age was 34 years (IQR 23.0-57.3), and 95.7% suffered blunt trauma. 253 patients (72.5%) had significant TBI. In a multivariable analysis, Glasgow Coma Scale>8 and alcohol intoxication were associated with a lower risk of TBI with OR of 0.26 (95% CI 0.13-0.51, p < 0.001) and 0.16 (95% CI 0.06-0.46, p < 0.001), respectively. CONCLUSION: Altered mental status in the setting of trauma is a major reason for prehospital ETI. Although most of these patients had TBI, one in four of them did not suffer a significant TBI. Patients with a higher field GCS and those suffering from intoxication have a higher risk of misdiagnosis. Future studies should explore better tools for prehospital assessment of TBI and ways to better define and characterize patients who may benefit from early ETI.
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Lesiones Traumáticas del Encéfalo/epidemiología , Estado de Conciencia , Intubación Intratraqueal/estadística & datos numéricos , Adulto , Anciano , Lesiones Traumáticas del Encéfalo/diagnóstico , Servicios Médicos de Urgencia/estadística & datos numéricos , Femenino , Escala de Coma de Glasgow , Humanos , Puntaje de Gravedad del Traumatismo , Masculino , Persona de Mediana Edad , Prevalencia , Sistema de Registros , Estudios RetrospectivosRESUMEN
BACKGROUND: A walking blood bank (WBB) refers to the use of fellow combatants for battlefield blood donation. This requires pretesting combatants for infectious diseases and blood type. A fundamental prerequisite for this technique is that the donating soldier will suffer minimal physiological and mental impact. The purpose of the current study is to assess the effect of blood shedding on battlefield performance. METHODS: This is a double-blind randomized control trial. Forty Israel Defense Forces combatants volunteered for the study. Participants underwent baseline evaluation, including repeated measurement of vital signs, cognitive evaluation, physical evaluation, and a strenuous shooting test. Three weeks after the baseline evaluation, subjects were randomized to either blood donation or the control group. For blinding purposes, all subjects underwent venous catheterization for the duration of a blood donation. Repeated vital signs and function evaluation were then performed. RESULTS: Thirty-six patients were available for randomization. Baseline measurements were similar for both groups. Mean strenuous shooting score was 80.5 ± 9.5 for the control group and 82 ± 6.6 for the test group (p = 0.58). No clinically or statistically significant differences were found in tests designed to evaluate cognitive performance or physical functions. Vital signs taken multiple times were also similar between the test and control groups. CONCLUSIONS: Executive, cognitive, and physical functions were well preserved after blood donation. This study supports the hypothesis that a WBB does not decrease donor combat performance. The categorical prohibition of physical exercise following blood donation might need to be reconsidered in both military and civilian populations.
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Cognición , Rendimiento Físico Funcional , Donantes de Sangre , Presión Sanguínea , Método Doble Ciego , Ejercicio Físico , Frecuencia Cardíaca , Humanos , Israel , Masculino , Personal Militar , Adulto JovenRESUMEN
OBJECTIVE: The number of pediatric trauma patients requiring surgical interventions has been steadily decreasing allowing for a judicious approach to immediately available resources. This study aimed to derive and validate a prediction rule that reliably identifies injured children who are at very low risk for requiring emergency surgery upon emergency department (ED) arrival. METHODS: A retrospective cohort study of data included in the Israeli National Trauma Registry from January 1, 2011, through December 31, 2020, was conducted. We included children aged 0-14 years who presented to EDs from the scene of injury and were hospitalized. We excluded patients transferred between facilities or with isolated burns. The primary outcome was emergency operative intervention (EOI) performed within one hour of ED arrival. We tested mechanism, GCS, heart rate, and blood pressure as candidate predictors. We then randomized patients to two cohorts, derived and internally validated a prediction rule. RESULTS: During the study period, 83,859 children met enrollment criteria. The median age was 6 years (IQR 2-10) and 56,867 (67.8 %) were male; 75,450 (90.0 %) sustained blunt trauma. One hundred sixty-nine (0.20 %) children underwent EOI. In the derivation and validation cohorts, 34,138 (81.4 %) and 34,271 (81.7 %) patients, were classified as low risk based on blunt trauma mechanism, normal GCS (15), and low-risk heart rate (according to age). Of those, 8 (0.02 %) and 13 (0.04 %) required an EOI, respectively. In the validation cohort, the prediction rule for EOI had a sensitivity of 84 % (95 % CI 75-91), a specificity of 82 % (95 % CI 81-82), and a negative predictive value of 99.96 % (95 % CI 99.94-99.98). Among children with an Injury Severity Score>15, the sensitivity was 87 % (95 % CI 77-94), the specificity of 57 % (95 % CI 54-59), and the negative predictive value was 98.97 % (95 % CI 98.13-99.44). CONCLUSIONS: A limited set of physiologic parameters, readily available at hospital admission can effectively identify injured children at very low risk for emergent surgery. For these children, immediate deployment of surgical resources may not be necessary.
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Servicio de Urgencia en Hospital , Puntaje de Gravedad del Traumatismo , Sistema de Registros , Heridas y Lesiones , Humanos , Niño , Masculino , Femenino , Preescolar , Estudios Retrospectivos , Lactante , Adolescente , Heridas y Lesiones/cirugía , Israel/epidemiología , Medición de Riesgo , Recién Nacido , TriajeRESUMEN
Adaptive randomization is used in clinical trials to increase statistical efficiency. In addition, some clinicians and researchers believe that using adaptive randomization leads necessarily to more ethical treatment of subjects in a trial. We develop Bayesian, decision-theoretic, clinical trial designs with response-adaptive randomization and a primary goal of estimating treatment effect and then contrast these designs with designs that also include in their loss function a cost for poor subject outcome. When the loss function did not incorporate a cost for poor subject outcome, the gains in efficiency from response-adaptive randomization were accompanied by ethically concerning subject allocations. Conversely, including a cost for poor subject outcome demonstrated a more acceptable balance between the competing needs in the trial. A subsequent, parallel set of trials designed to control explicitly types I and II error rates showed that much of the improvement achieved through modification of the loss function was essentially negated. Therefore, gains in efficiency from the use of a decision-theoretic, response-adaptive design using adaptive randomization may only be assumed to apply to those goals that are explicitly included in the loss function. Trial goals, including ethical ones, which do not appear in the loss function, are ignored and may even be compromised; it is thus inappropriate to assume that all adaptive trials are necessarily more ethical. Controlling types I and II error rates largely negates the benefit of including competing needs in favor of the goal of parameter estimation.
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Teorema de Bayes , Árboles de Decisión , Ensayos Clínicos Controlados Aleatorios como Asunto/métodos , Proyectos de Investigación , Simulación por Computador , Humanos , Ensayos Clínicos Controlados Aleatorios como Asunto/economía , Ensayos Clínicos Controlados Aleatorios como Asunto/éticaRESUMEN
OBJECTIVE: Elevated blood glucose levels (BGL) are known to be part of the physiologic response to stress following physical trauma. We aimed to study whether a measured BGL might help improve accuracy of field triage. METHODS: We conducted a retrospective study using the Israel Defense Forces Trauma Registry. BGLs were determined upon hospital arrival and were not available to medical providers in the field. RESULTS: There were 706 casualties in the registry who had a recorded BGL upon hospital arrival. Sixty percent (18/30) of casualties who had a BGL ≥200 mg/dL had been triaged in the field as severely wounded, whereas 11% (71/651) of casualties who had a BGL <200 mg/dL had been triaged as severely wounded. For predicting an Injury Severity Score >15, the positive likelihood ratio using field triage of severe was 11, using BGL ≥200 mg/dL was 8, and using a combination of the two tests was 26. For predicting the need for intensive care unit (ICU) admission, the ratios were 8, 13, and 23, respectively. CONCLUSIONS: Elevated BGL improved prediction of high Injury Severity Score and ICU use among casualties triaged as severe. If future research using BGL measured in the field yields similar results, combining BGL with standard field triage may allow for more accurate identification of casualties who need acute field intervention, have major injury, or require ICU admission.
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Glucemia/metabolismo , Triaje/métodos , Heridas y Lesiones/sangre , Adolescente , Adulto , Biomarcadores/sangre , Servicios Médicos de Urgencia/métodos , Femenino , Humanos , Puntaje de Gravedad del Traumatismo , Unidades de Cuidados Intensivos/estadística & datos numéricos , Israel/epidemiología , Masculino , Admisión del Paciente/estadística & datos numéricos , Sistema de Registros , Estudios Retrospectivos , Guerra , Heridas y Lesiones/mortalidad , Heridas y Lesiones/terapia , Adulto JovenRESUMEN
BACKGROUND: Current research in trauma resuscitation indicates that it is important to strike a balance between withholding intravenous fluid therapy, on one hand, and giving too much, on the other. The Israel Defense Forces' former protocol for prehospital fluid administration in the trauma setting was intended to navigate this balancing act. It turned out that the protocol was not being appropriately implemented in field conditions. OBJECTIVES: We describe our process improvement, which resulted in our revised protocol. Our goal in drafting the new protocol was to achieve yet another balance, this time between the recommendations derived from accumulating science, and the efficacy with which they could likely be implemented in the field. DISCUSSION: We review the available research in prehospital fluid administration, and then develop our current protocol. Per our a priori requirements, the protocol is unified in that medical personnel from a very wide spectrum of caregivers can apply it; and it is appropriate for both short evacuation time scenarios (e.g., low-intensity conflicts) and lengthier evacuation scenarios (e.g., high-intensity conflicts). CONCLUSION: Survival is likely improved if guidelines do not add unnecessary complexity and are easily implemented. We believe that the current protocol is suitable for the large majority of trauma patients, and helps guide providers toward a primary decision-point regarding fluid administration. Nonetheless, as long as only coarse clinical parameters for identifying shock are available, and data regarding optimal treatment are conflicting, offering truly balanced fluid resuscitation guidelines is a lot like walking between the drops.
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Protocolos Clínicos/normas , Fluidoterapia/métodos , Traumatismo Múltiple/terapia , Resucitación/métodos , Fluidoterapia/normas , Humanos , Israel , Guías de Práctica Clínica como AsuntoRESUMEN
BACKGROUND: Prehospital endotracheal intubation (PEI) of head injured children with impaired level of consciousness (LOC) aims to minimize secondary brain injury. However, PEI is controversial in otherwise stable children. We aimed to investigate the indications for PEI among pediatric trauma patients and the prevalence of clinically significant traumatic brain injury (csTBI) among those intubated solely due to impaired consciousness. METHODS: This is a multicenter retrospective cohort study of children who underwent PEI in northern Israel between January 2014 and December 2020 by six EMS agencies and were transported to two trauma centers in the area. We extracted data from EMS records and trauma registries. RESULTS: PEI was attempted in 179/986 (18.2%) patients and was successful in 92.2% of cases. Common indications for PEI were hypoxemia not corrected by supplemental oxygen (n = 30), traumatic cardiac arrest (n = 16), and facial injury compromising the airway (n = 13). 112 patients (62.6%) were intubated solely due to impaired or deteriorating LOC. Among these patients, 68 (62.4%) suffered csTBI. The prevalence of csTBI among those with field Glasgow Coma Scale (GCS) of 3, 4-8, and > 8 was 81.4%, 55.8%, and 28.6%, respectively (p < 0.001). Among children ≤ 10 years old intubated due to impaired LOC, 50% had csTBI. CONCLUSION: Impaired LOC is a major indication for PEI. However, a significant proportion of these patients do not suffer csTBI. Older age and lower pre-intubation GCS are associated with more accurate field classification. Our data indicate that further investigation and better characterization of patients who may benefit from PEI is necessary.
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Lesiones Traumáticas del Encéfalo , Servicios Médicos de Urgencia , Humanos , Niño , Prevalencia , Estudios Retrospectivos , Estado de Conciencia , Lesiones Traumáticas del Encéfalo/epidemiología , Lesiones Traumáticas del Encéfalo/terapia , Escala de Coma de Glasgow , Intubación IntratraquealRESUMEN
OBJECTIVE: Physicians and paramedics in the Israel Defense Forces are trained to perform advanced medical procedures using standardized training modalities, such as manikins. We studied the association of experience using these training modalities with self-reported confidence in procedure performance. METHODS: Providers were sent a questionnaire regarding their experience with and self-confidence levels for performing endotracheal intubation, cricothyroidotomy, needle chest decompression, tube thoracostomy, and intraosseous infusion. RESULTS: Provider level (physician or paramedic) and gender were associated with reported self-confidence levels. Manikin and supervised and unsupervised patient experience exhibited positive associations with self-confidence, but (animal) model experience did not. For many procedure-training modality pairs, we identified a plateau level above which additional experience was minimally associated with an increase in self-confidence. CONCLUSIONS: Among military advanced life support providers, self-confidence levels in procedure performance are positively associated with experience gained from manikins and supervised and unsupervised patient application. We were not able to demonstrate a clear benefit of an animal model in increasing self-confidence. A plateau was generally identified, indicating decreased benefit from the use of a particular training modality for a particular procedure. Modifying training regimens in light of these findings may help maximize the self-confidence of advanced life support providers more efficiently.
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Medicina de Emergencia/educación , Personal Militar , Autoimagen , Enseñanza/métodos , Adulto , Técnicos Medios en Salud , Competencia Clínica , Tratamiento de Urgencia , Femenino , Humanos , Israel , Masculino , Encuestas y CuestionariosRESUMEN
BACKGROUND: While adaptive trials tend to improve efficiency, they are also subject to some unique biases. PURPOSE: We address a bias that arises from adaptive randomization in the setting of a time trend in disease incidence. METHODS: We use a potential-outcome model and directed acyclic graphs to illustrate the bias that arises from a changing subject allocation ratio with a concurrent change in background risk. RESULTS: In a trial that uses adaptive randomization, time trends in risk can bias the crude effect estimate obtained by naively combining the data from the different stages of the trial. We illustrate how the bias arises from an interplay of departures from exchangeability among groups and the changing randomization proportions. LIMITATIONS: We focus on risk-ratio and risk-difference analysis. CONCLUSIONS: Analysis of trials using adaptive randomization should involve attention to or adjustment for possible trends in background risk. Numerous modeling strategies are available for that purpose, including stratification, trend modeling, inverse-probability-of-treatment weighting, and hierarchical regression.
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Sesgo , Factores de Confusión Epidemiológicos , Ensayos Clínicos Controlados Aleatorios como Asunto/métodos , Modelos Teóricos , Oportunidad Relativa , Riesgo , Factores de TiempoRESUMEN
BACKGROUND: The current study explores the trends in the application of combat casualty care following the publication of clinical practice guidelines (CPGs) in five domains for 13 years. METHODS: The Israel Defense Forces Trauma Registry was used to assess practice and adherence to guidelines in five domains: (a) crystalloid transfusions, (b) tranexamic acid use, (c) freeze-dried plasma use, (d) chest decompression, and (e) airway management. All patients injured between January 2006 and December 2018 were included in the analysis. Trends were analyzed and presented monthly using linear regression and were compared using the Chow test. RESULTS: The mean ± SD crystalloid volume transfused decreased from 1,179 ± 653 mL in 2006 to 466 ± 202 mL in 2018 (B = 0.016, 0.006-0.044). The proportion of patients with an indication treated with tranexamic acid dropped from 8% (238 of 2,979 patients) to 2.5% (60 of 2,356 patients) following the stricter guideline's publication. Freeze-dried plasma administration in indicated casualties rose from 12.5% in 2013 to 48% in 2018 (B = 1.63, 1.3-2.05). The overall proportion of casualties undergoing chest decompression rose from 1% (61 of 6,036 casualties) to 1.5% (155 of 10,493 casualties) following the release of a new CPG in 2012 (p = 0.013). There were no significant trends in intubation ratios before (B = 0.987, 0.953-1.02) or after 2012 (B = 10.2, 0.996-1.05). CONCLUSION: Some aspects demonstrate the desired trends in response to new CPGs; in others, initial improvement is achieved but followed by stagnation. In some medical care aspects, completely unexpected and undesirable trends are observed. Every change and update in CPGs should be based on reliable data. The effect of every change must be monitored carefully to ensure adequate adherence to lifesaving guidelines. LEVEL OF EVIDENCE: Epidemiological study, level IV.
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Adhesión a Directriz/estadística & datos numéricos , Guías de Práctica Clínica como Asunto , Heridas Relacionadas con la Guerra/terapia , Manejo de la Vía Aérea/métodos , Manejo de la Vía Aérea/normas , Antifibrinolíticos/uso terapéutico , Soluciones Cristaloides/uso terapéutico , Descompresión Quirúrgica/métodos , Descompresión Quirúrgica/normas , Fluidoterapia/métodos , Fluidoterapia/normas , Humanos , Israel , Plasma , Neumotórax/cirugía , Sistema de Registros , Choque Hemorrágico/terapia , Ácido Tranexámico/uso terapéuticoRESUMEN
OBJECTIVE: Predictive models for critical events in the intensive care unit (ICU) might help providers anticipate patient deterioration. At the heart of predictive model development lies the ability to accurately label significant events, thereby facilitating the use of machine learning and similar strategies. We conducted this study to establish the validity of an automated system for tagging respiratory and hemodynamic deterioration by comparing automatic tags to tagging by expert reviewers. METHODS: This retrospective cohort study included 72,650 unique patient stays collected from Electronic Medical Records of the University of Massachusetts' eICU. An enriched subgroup of stays was manually tagged by expert reviewers. The tags generated by the reviewers were compared to those generated by an automated system. RESULTS: The automated system was able to rapidly and efficiently tag the complete database utilizing available clinical data. The overall agreement rate between the automated system and the clinicians for respiratory and hemodynamic deterioration tags was 89.4% and 87.1%, respectively. The automatic system did not add substantial variability beyond that seen among the reviewers. CONCLUSIONS: We demonstrated that a simple rule-based tagging system could provide a rapid and accurate tool for mass tagging of a compound database. These types of tagging systems may replace human reviewers and save considerable resources when trying to create a validated, labeled database used to train artificial intelligence algorithms. The ability to harness the power of artificial intelligence depends on efficient clinical validation of targeted conditions; hence, these systems and the methodology used to validate them are crucial.
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STUDY OBJECTIVE: Subgroup analyses examine associations (eg, between treatment and outcome) within subsets of a larger study sample. The traditional approach evaluates the data in each of the subgroups independently. More accurate answers, however, may be expected when the rest of the data are considered in the analysis of each subgroup, provided there are 3 or more subgroups. METHODS: We present a conceptual introduction to subgroup analysis that makes use of all the available data and then illustrate the technique by applying it to a previously published study of pediatric airway management. Using WinBUGS, freely available computer software, we perform an empirical Bayesian analysis of the treatment effect in each of the subgroups. This approach corrects the original subgroup treatment estimates toward a weighted average treatment effect across all subjects. RESULTS: The revised estimates of the subgroup treatment effects demonstrate markedly less variability than the original estimates. Further, using these estimates will reduce our total expected error in parameter estimation compared with using the original, independent subgroup estimates. Although any particular estimate may be adjusted inappropriately, adopting this strategy will, on average, lead to results that are more accurate. CONCLUSION: When multiple subgroups are considered, it is often inadvisable to ignore the rest of the study data. Authors or readers who wish to examine associations within subgroups are encouraged to use techniques that reduce the total expected error.
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Interpretación Estadística de Datos , Teorema de Bayes , Niño , Ensayos Clínicos como Asunto/estadística & datos numéricos , Intervalos de Confianza , Humanos , Intubación Intratraqueal/estadística & datos numéricos , Máscaras Laríngeas/estadística & datos numéricos , Modelos Estadísticos , Oportunidad Relativa , Tamaño de la Muestra , Resultado del TratamientoRESUMEN
We describe the case of a young man admitted due to mild COVID-19 infection. During his hospitalization in an isolation ward, he had no respiratory distress or fever but developed symptoms consistent with anxiety and insomnia. Despite the appropriate supportive intervention, on hospital day 7, he attempted suicide by jumping from the third-floor ward. The patient underwent urgent surgery and was transferred to a level I trauma center under strict isolation. Our findings emphasize the importance of the mental health aspects of patients treated during the COVID-19 pandemic. LEARNING POINTS: The COVID-19 pandemic requires social distancing, quarantine and isolation, which may precipitate new psychiatric symptoms in people without mental illness or aggravate existing conditions.Mental health service providers, including psychiatrists, clinical psychologists and social workers, should be available in every facility taking care of COVID-19 patients.Health workers treating patients during the COVID-19 pandemic should be aware of symptoms of depression, anxiety, insomnia and/or distress developing in their patients and colleagues.
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BACKGROUND: Trauma is the leading cause of death among casualties between 1 and 44 years. A large proportion of trauma deaths occurs even before arriving at a medical facility. The paucity of prehospital data is a major reason for the lagging development of prehospital trauma care research. This study aims to describe the Israel Defense Forces Prehopistal Trauma Registry, the steps taken to improve data collection and quality, the resulting trends, and the registry's contribution to policymaking. METHODS: This study explores the quantity and quality of point of injury and prehospital data in the registry between the years 1997 and 2018. We assessed the number of recorded casualties per year, casualties characteristics, and documentation variables in the registry, with a specific focus on documentation of vital signs throughout the years. RESULTS: Overall, 17,905 casualties were recorded. Most casualties were young males (88.6%)-military personnel (52.7%), Syrian refugees (16.2%), Israeli civilians (11.5%), and Palestinians (9.0%). The median number of annual records from 2006 onward was significantly higher compared with before 2006 (1,000 [IQR, 792-1,470] vs. 142 [IQR, 129-156]). Between 2010 and 2018, documentation rate increased in all vital signs investigated including heart rate (56.3% vs. 1.0%), level of consciousness (55.1% vs. 0.3%), respiratory rate (51.8% vs. 0.3%), blood oxygen saturation (50.0% vs. 1.0%), Glasgow Coma Scale (48.2% vs. 0.4%), systolic blood pressure (45.7% vs. 0.8%), and pain (19.1% vs. 0.5%). CONCLUSION: Point of injury and prehospital documentation are rare yet essential for ongoing improvement of combat casualty care. The Israel Defense Forces Trauma Registry is one of the largest and oldest prehospital computerized military trauma registries in the world. This study shows a major improvement in the quantity and then in the quality of prehospital documentation throughout the years that affected guidelines and policy. Further work will focus on improving data completeness and accuracy. LEVEL OF EVIDENCE: Retrospective study, level III.
Asunto(s)
Personal Militar/estadística & datos numéricos , Sistema de Registros , Heridas y Lesiones/epidemiología , Adolescente , Adulto , Conflictos Armados , Bases de Datos Factuales , Femenino , Historia del Siglo XX , Historia del Siglo XXI , Humanos , Israel/epidemiología , Masculino , Refugiados/estadística & datos numéricos , Estudios Retrospectivos , Traumatología/métodos , Heridas Relacionadas con la Guerra/epidemiología , Heridas Relacionadas con la Guerra/mortalidad , Heridas y Lesiones/terapia , Adulto JovenRESUMEN
INTRODUCTION: All modern military jet aircraft are equipped with rocket-assisted ejection systems. Jet aircraft operate in the majority of the conflict regions throughout the world, and in nearly all modern countries during peacetime. Civilian and military emergency services may be called upon to treat aircrews that have ejected and should be familiar with the common injury patterns associated with aircraft ejection. METHODS: A systematic review and meta-analysis of the literature were undertaken using the preferred reporting for systematic reviews and meta-analyses (PRISMA) methodology. Peer-reviewed journal and conference papers published between 1 January 1971 and 15 June 2019 were included. Our primary outcomes of interest were mortality and major injury rates. The I2 test was used to assess heterogeneity among the included studies, and data were pooled under random effects models. In addition, all ejection cases in the Israeli Air Force (IAF) between 1990 and 2019 were studied. The data were manually extracted from the accident records and the electronic medical records system. RESULTS: We identified 14 studies that included 1710 aircrew ejections. Heterogeneity was high (I2>75%). Pooled mean mortality and major injury rates were 10.5% (95% CI 6.8-14.8%) and 29.8% (95% CI 20.1-40.6%), respectively. The major injuries included spinal fractures (61.6%), extremity trauma (27.3%), and head trauma (8.9%). During the IAF study period, a total of 37 aircrew ejected from 26 IAF aircraft. The fatality rate was 5.4% and 18.9% suffered major injuries. CONCLUSIONS: Although ejection is lifesaving, it is associated with unique injury patterns that should be addressed during clinical evaluation. Because of their high prevalence, spinal precautions are paramount until spinal injury can be ruled out, generally by advanced imaging. Looking forward, injury patterns will continue to evolve in parallel with improving ejection seat systems.