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1.
Pediatr Crit Care Med ; 25(4): 364-374, 2024 Apr 01.
Artículo en Inglés | MEDLINE | ID: mdl-38059732

RESUMEN

OBJECTIVE: Perform a scoping review of supervised machine learning in pediatric critical care to identify published applications, methodologies, and implementation frequency to inform best practices for the development, validation, and reporting of predictive models in pediatric critical care. DESIGN: Scoping review and expert opinion. SETTING: We queried CINAHL Plus with Full Text (EBSCO), Cochrane Library (Wiley), Embase (Elsevier), Ovid Medline, and PubMed for articles published between 2000 and 2022 related to machine learning concepts and pediatric critical illness. Articles were excluded if the majority of patients were adults or neonates, if unsupervised machine learning was the primary methodology, or if information related to the development, validation, and/or implementation of the model was not reported. Article selection and data extraction were performed using dual review in the Covidence tool, with discrepancies resolved by consensus. SUBJECTS: Articles reporting on the development, validation, or implementation of supervised machine learning models in the field of pediatric critical care medicine. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Of 5075 identified studies, 141 articles were included. Studies were primarily (57%) performed at a single site. The majority took place in the United States (70%). Most were retrospective observational cohort studies. More than three-quarters of the articles were published between 2018 and 2022. The most common algorithms included logistic regression and random forest. Predicted events were most commonly death, transfer to ICU, and sepsis. Only 14% of articles reported external validation, and only a single model was implemented at publication. Reporting of validation methods, performance assessments, and implementation varied widely. Follow-up with authors suggests that implementation remains uncommon after model publication. CONCLUSIONS: Publication of supervised machine learning models to address clinical challenges in pediatric critical care medicine has increased dramatically in the last 5 years. While these approaches have the potential to benefit children with critical illness, the literature demonstrates incomplete reporting, absence of external validation, and infrequent clinical implementation.


Asunto(s)
Enfermedad Crítica , Sepsis , Adulto , Recién Nacido , Humanos , Niño , Ciencia de los Datos , Estudios Retrospectivos , Cuidados Críticos , Sepsis/diagnóstico , Sepsis/terapia , Aprendizaje Automático Supervisado
2.
Pediatr Crit Care Med ; 25(2): 147-158, 2024 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-37909825

RESUMEN

OBJECTIVES: Extremes of patient body mass index are associated with difficult intubation and increased morbidity in adults. We aimed to determine the association between being underweight or obese with adverse airway outcomes, including adverse tracheal intubation (TI)-associated events (TIAEs) and/or severe peri-intubation hypoxemia (pulse oximetry oxygen saturation < 80%) in critically ill children. DESIGN/SETTING: Retrospective cohort using the National Emergency Airway for Children registry dataset of 2013-2020. PATIENTS: Critically ill children, 0 to 17 years old, undergoing TI in PICUs. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Registry data from 24,342 patients who underwent TI between 2013 and 2020 were analyzed. Patients were categorized using the Centers for Disease Control and Prevention weight-for-age chart: normal weight (5th-84th percentile) 57.1%, underweight (< 5th percentile) 27.5%, overweight (85th to < 95th percentile) 7.2%, and obese (≥ 95th percentile) 8.2%. Underweight was most common in infants (34%); obesity was most common in children older than 8 years old (15.1%). Underweight patients more often had oxygenation and ventilation failure (34.0%, 36.2%, respectively) as the indication for TI and a history of difficult airway (16.7%). Apneic oxygenation was used more often in overweight and obese patients (19.1%, 19.6%) than in underweight or normal weight patients (14.1%, 17.1%; p < 0.001). TIAEs and/or hypoxemia occurred more often in underweight (27.1%) and obese (24.3%) patients ( p < 0.001). TI in underweight children was associated with greater odds of adverse airway outcome compared with normal weight children after adjusting for potential confounders (underweight: adjusted odds ratio [aOR], 1.09; 95% CI, 1.01-1.18; p = 0.016). Both underweight and obesity were associated with hypoxemia after adjusting for covariates and site clustering (underweight: aOR, 1.11; 95% CI, 1.02-1.21; p = 0.01 and obesity: aOR, 1.22; 95% CI, 1.07-1.39; p = 0.002). CONCLUSIONS: In underweight and obese children compared with normal weight children, procedures around the timing of TI are associated with greater odds of adverse airway events.


Asunto(s)
Enfermedad Crítica , Obesidad Infantil , Lactante , Niño , Humanos , Recién Nacido , Preescolar , Adolescente , Estudios Retrospectivos , Sobrepeso/etiología , Obesidad Infantil/complicaciones , Obesidad Infantil/epidemiología , Delgadez/complicaciones , Delgadez/epidemiología , Intubación Intratraqueal/efectos adversos , Intubación Intratraqueal/métodos , Hipoxia/epidemiología , Hipoxia/etiología , Sistema de Registros
3.
Neurocrit Care ; 40(1): 205-214, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-37160847

RESUMEN

BACKGROUND: Ketamine has traditionally been avoided for tracheal intubations (TIs) in patients with acute neurological conditions. We evaluate its current usage pattern in these patients and any associated adverse events. METHODS: We conducted a retrospective observational cohort study of critically ill children undergoing TI for neurological indications in 53 international pediatric intensive care units and emergency departments. We screened all intubations from 2014 to 2020 entered into the multicenter National Emergency Airway Registry for Children (NEAR4KIDS) registry database. Patients were included if they were under the age of 18 years and underwent TI for a primary neurological indication. Usage patterns and reported periprocedural composite adverse outcomes (hypoxemia < 80%, hypotension/hypertension, cardiac arrest, and dysrhythmia) were noted. RESULTS: Of 21,562 TIs, 2,073 (9.6%) were performed for a primary neurological indication, including 190 for traumatic brain injury/trauma. Patients received ketamine in 495 TIs (23.9%), which increased from 10% in 2014 to 41% in 2020 (p < 0.001). Ketamine use was associated with a coindication of respiratory failure, difficult airway history, and use of vagolytic agents, apneic oxygenation, and video laryngoscopy. Composite adverse outcomes were reported in 289 (13.9%) Tis and were more common in the ketamine group (17.0% vs. 13.0%, p = 0.026). After adjusting for location, patient age and codiagnoses, the presence of respiratory failure and shock, difficult airway history, provider demographics, intubating device, and the use of apneic oxygenation, vagolytic agents, and neuromuscular blockade, ketamine use was not significantly associated with increased composite adverse outcomes (adjusted odds ratio 1.34, 95% confidence interval CI 0.99-1.81, p = 0.057). This paucity of association remained even when only neurotrauma intubations were considered (10.6% vs. 7.7%, p = 0.528). CONCLUSIONS: This retrospective cohort study did not demonstrate an association between procedural ketamine use and increased risk of peri-intubation hypoxemia and hemodynamic instability in patients intubated for neurological indications.


Asunto(s)
Ketamina , Insuficiencia Respiratoria , Niño , Humanos , Adolescente , Estudios Retrospectivos , Ketamina/efectos adversos , Enfermedad Crítica/terapia , Intubación Intratraqueal/efectos adversos , Hipoxia , Insuficiencia Respiratoria/etiología
4.
Crit Care Med ; 51(7): 936-947, 2023 07 01.
Artículo en Inglés | MEDLINE | ID: mdl-37058348

RESUMEN

OBJECTIVES: To evaluate implementation of a video laryngoscope (VL) as a coaching device to reduce adverse tracheal intubation associated events (TIAEs). DESIGN: Prospective multicenter interventional quality improvement study. SETTING: Ten PICUs in North America. PATIENTS: Patients undergoing tracheal intubation in the PICU. INTERVENTIONS: VLs were implemented as coaching devices with standardized coaching language between 2016 and 2020. Laryngoscopists were encouraged to perform direct laryngoscopy with video images only available in real-time for experienced supervising clinician-coaches. MEASUREMENTS AND MAIN RESULTS: The primary outcome was TIAEs. Secondary outcomes included severe TIAEs, severe hypoxemia (oxygen saturation < 80%), and first attempt success. Of 5,060 tracheal intubations, a VL was used in 3,580 (71%). VL use increased from baseline (29.7%) to implementation phase (89.4%; p < 0.001). VL use was associated with lower TIAEs (VL 336/3,580 [9.4%] vs standard laryngoscope [SL] 215/1,480 [14.5%]; absolute difference, 5.1%; 95% CI, 3.1-7.2%; p < 0.001). VL use was associated with lower severe TIAE rate (VL 3.9% vs SL 5.3%; p = 0.024), but not associated with a reduction in severe hypoxemia (VL 15.7% vs SL 16.4%; p = 0.58). VL use was associated with higher first attempt success (VL 71.8% vs SL 66.6%; p < 0.001). In the primary analysis after adjusting for site clustering, VL use was associated with lower adverse TIAEs (odds ratio [OR], 0.61; 95% CI, 0.46-0.81; p = 0.001). In secondary analyses, VL use was not significantly associated with severe TIAEs (OR, 0.72; 95% CI, 0.44-1.19; p = 0.20), severe hypoxemia (OR, 0.95; 95% CI, 0.73-1.25; p = 0.734), or first attempt success (OR, 1.28; 95% CI, 0.98-1.67; p = 0.073). After further controlling for patient and provider characteristics, VL use was independently associated with a lower TIAE rate (adjusted OR, 0.65; 95% CI, 0.49-0.86; p = 0.003). CONCLUSIONS: Implementation of VL-assisted coaching achieved a high level of adherence across the PICUs. VL use was associated with reduced adverse TIAEs.


Asunto(s)
Laringoscopios , Tutoría , Humanos , Niño , Estudios Prospectivos , Intubación Intratraqueal/métodos , Laringoscopía , Unidades de Cuidado Intensivo Pediátrico , Hipoxia/prevención & control , Hipoxia/etiología
5.
Pediatr Emerg Care ; 38(1): e422-e425, 2022 Jan 01.
Artículo en Inglés | MEDLINE | ID: mdl-33273432

RESUMEN

OBJECTIVES: Minor head trauma is a common cause of pediatric emergency room visits. The Pediatric Emergency Care Applied Research Network head trauma clinical decision rules (PECARN-CDR) are designed to assist clinicians in determining which patients require imaging. However, only minimal data are available on the accuracy of residents' assessments using PECARN-CDR. Prior research suggests that trainees often come to erroneous conclusions about pediatric head trauma. The objective of the present study was to assess concordance between pediatric residents' and attending physicians' assessments of children with low-risk head trauma, with the ultimate goal of improving education in pediatric trauma assessment. METHODS: This is a retrospective cohort study analyzing concordance between pediatric residents and pediatric emergency attendings who provided PECARN-CDR-based evaluations of low-risk head injuries. It is a planned subanalysis based on a prospectively collected, multicenter data set tracking pediatric head trauma encounters from July 2014 to June 2019. RESULTS: Data were collected from 436 pediatric residents, who encountered 878 patients. In the case of patients younger than 2 years, low concordance between residents and attendings was observed for the following elements of the PECARN-CDR: severe mechanism (κ = 0.24), palpable skull fracture (κ = 0.23), Glasgow Coma Scale (GCS) score less than 15 (κ = 0.14), and altered mental status (AMS; κ = -0.03). There was moderate to high agreement between residents and attendings for loss of consciousness (κ = 0.71), nonfrontal hematoma (κ = 0.48), and not acting normally per parent (κ = 0.35). In the case of patients older than 2 years, there was low concordance for signs of basilar skull fracture (κ = 0.28) and GCS score less than 15 (κ = 0.10). Concordance was high to moderate for history of vomiting (κ = 0.88), loss of consciousness (κ = 0.67), severe headache (κ = 0.50), severe mechanism (κ = 0.44), and AMS (κ = 0.42). Residents were more conservative, that is, more likely to report a positive finding, in nearly all components of the PECARN-CDR. CONCLUSIONS: Resident assessment of children presenting to the ED with minor head trauma is often poorly concordant with attending assessment on the major predictors of clinically important traumatic brain injury (abnormal GCS, AMS, signs of skull fracture) based on the PECARN-CDR. Future work may explore the reasons for low concordance and seek ways to improve pediatric resident education in the diagnosis and management of trauma.


Asunto(s)
Traumatismos Craneocerebrales , Niño , Traumatismos Craneocerebrales/diagnóstico , Traumatismos Craneocerebrales/epidemiología , Servicio de Urgencia en Hospital , Escala de Coma de Glasgow , Humanos , Estudios Prospectivos , Estudios Retrospectivos
6.
Crit Care Med ; 49(2): 250-260, 2021 02 01.
Artículo en Inglés | MEDLINE | ID: mdl-33177363

RESUMEN

OBJECTIVES: To evaluate the effect of a tracheal intubation safety bundle on adverse tracheal intubation-associated events across 15 PICUs. DESIGN: Multicenter time-series study. SETTING: PICUs in the United States. PATIENTS: All patients received tracheal intubations in ICUs. INTERVENTIONS: We implemented a tracheal intubation safety bundle as a quality-improvement intervention that includes: 1) quarterly site benchmark performance report and 2) airway safety checklists (preprocedure risk factor, approach, and role planning, preprocedure bedside "time-out," and immediate postprocedure debriefing). We define each quality-improvement phase as baseline (-24 to -12 mo before checklist implementation), benchmark performance reporting only (-12 to 0 mo before checklist implementation), implementation (checklist implementation start to time achieving > 80% bundle adherence), early bundle adherence (0-12 mo), and sustained (late) bundle adherence (12-24 mo). Bundle adherence was defined a priori as greater than 80% of checklist use for tracheal intubations for 3 consecutive months. MEASUREMENTS AND MAIN RESULTS: The primary outcome was the adverse tracheal intubation-associated event, and secondary outcomes included severe tracheal intubation-associated events, multiple tracheal intubation attempts, and hypoxemia less than 80%.From January 2013 to December 2015, out of 19 participating PICUs, 15 ICUs (79%) achieved bundle adherence. Among the 15 ICUs, the adverse tracheal intubation-associated event rates were baseline phase: 217/1,241 (17.5%), benchmark reporting only phase: 257/1,750 (14.7%), early 0-12 month complete bundle compliance phase: 247/1,591 (15.5%), and late 12-24 month complete bundle compliance phase: 137/1,002 (13.7%). After adjusting for patient characteristics and clustering by site, the adverse tracheal intubation-associated event rate significantly decreased compared with baseline: benchmark: odds ratio, 0.83 (0.72-0.97; p = 0.016); early bundle: odds ratio, 0.80 (0.63-1.02; p = 0.074); and late bundle odds ratio, 0.63 (0.47-0.83; p = 0.001). CONCLUSIONS: Effective implementation of a quality-improvement bundle was associated with a decrease in the adverse tracheal intubation-associated event that was sustained for 24 months.


Asunto(s)
Unidades de Cuidado Intensivo Pediátrico/organización & administración , Intubación Intratraqueal/métodos , Mejoramiento de la Calidad/organización & administración , Respiración Artificial/estadística & datos numéricos , Adolescente , Niño , Preescolar , Enfermedad Crítica , Bases de Datos Factuales , Servicio de Urgencia en Hospital/organización & administración , Femenino , Humanos , Masculino , Evaluación de Resultado en la Atención de Salud , Sistema de Registros
7.
Crit Care Med ; 48(9): e744-e752, 2020 09.
Artículo en Inglés | MEDLINE | ID: mdl-32590390

RESUMEN

OBJECTIVES: Bag-mask ventilation is commonly used prior to tracheal intubation; however, the epidemiology, risk factors, and clinical implications of difficult bag-mask ventilation among critically ill children are not well studied. This study aims to describe prevalence and risk factors for pediatric difficult bag-mask ventilation as well as its association with adverse tracheal intubation-associated events and oxygen desaturation in PICU patients. DESIGN: A retrospective review of prospectively collected observational data from a multicenter tracheal intubation database (National Emergency Airway Registry for Children) from January 2013 to December 2018. SETTING: Forty-six international PICUs. PATIENTS: Children receiving bag-mask ventilation as a part of tracheal intubation in a PICU. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: The primary outcome is the occurrence of either specific tracheal intubation-associated events (hemodynamic tracheal intubation-associated events, emesis with/without aspiration) and/or oxygen desaturation (< 80%). Factors associated with perceived difficult bag-mask ventilation were found using univariate analyses, and multivariable logistic regression identified an independent association between bag-mask ventilation difficulty and the primary outcome. Difficult bag-mask ventilation is reported in 9.5% (n = 1,501) of 15,810 patients undergoing tracheal intubation with bag-mask ventilation during the study period. Difficult bag-mask ventilation is more commonly reported with increasing age, those with a primary respiratory diagnosis/indication for tracheal intubation, presence of difficult airway features, more experienced provider level, and tracheal intubations without use of neuromuscular blockade (p < 0.001). Specific tracheal intubation-associated events or oxygen desaturation events occurred in 40.2% of patients with reported difficult bag-mask ventilation versus 19.8% in patients without perceived difficult bag-mask ventilation (p < 0.001). The presence of difficult bag-mask ventilation is independently associated with an increased risk of the primary outcome: odds ratio, 2.28 (95% CI, 2.03-2.57; p < 0.001). CONCLUSIONS: Difficult bag-mask ventilation is reported in approximately one in 10 PICU patients undergoing tracheal intubation. Given its association with adverse procedure-related events and oxygen desaturation, future study is warranted to improve preprocedural planning and real-time management strategies.


Asunto(s)
Enfermedad Crítica , Unidades de Cuidado Intensivo Pediátrico/estadística & datos numéricos , Respiración Artificial/efectos adversos , Respiración Artificial/métodos , Adolescente , Adolescente Hospitalizado , Factores de Edad , Niño , Niño Hospitalizado , Preescolar , Femenino , Humanos , Lactante , Intubación Intratraqueal/efectos adversos , Masculino , Oxígeno/sangre , Estudios Retrospectivos , Factores de Riesgo , Adulto Joven
8.
Crit Care Med ; 48(6): e489-e497, 2020 06.
Artículo en Inglés | MEDLINE | ID: mdl-32317603

RESUMEN

OBJECTIVES: Tracheal intubation in critically ill children with shock poses a risk of hemodynamic compromise. Ketamine has been considered the drug of choice for induction in these patients, but limited data exist. We investigated whether the administration of ketamine for tracheal intubation in critically ill children with or without shock was associated with fewer adverse hemodynamic events compared with other induction agents. We also investigated if there was a dose dependence for any association between ketamine use and adverse hemodynamic events. DESIGN: We performed a retrospective analysis using prospectively collected observational data from the National Emergency Airway Registry for Children database from 2013 to 2017. SETTING: Forty international PICUs participating in the National Emergency Airway Registry for Children. PATIENTS: Critically ill children 0-17 years old who underwent tracheal intubation in a PICU. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: The association between ketamine exposure as an induction agent and the occurrence of adverse hemodynamic events during tracheal intubation including dysrhythmia, hypotension, and cardiac arrest was evaluated. We used multivariable logistic regression to account for patient, provider, and practice factors with robust SEs to account for clustering by sites. Of 10,750 tracheal intubations, 32.0% (n = 3,436) included ketamine as an induction agent. The most common diagnoses associated with ketamine use were sepsis and/or shock (49.7%). After adjusting for potential confounders and sites, ketamine use was associated with fewer hemodynamic tracheal intubation associated adverse events compared with other agents (adjusted odds ratio, 0.74; 95% CI, 0.58-0.95). The interaction term between ketamine use and indication for shock was not significant (p = 0.11), indicating ketamine effect to prevent hemodynamic adverse events is consistent in children with or without shock. CONCLUSIONS: Ketamine use for tracheal intubation is associated with fewer hemodynamic tracheal intubation-associated adverse events.


Asunto(s)
Analgésicos/uso terapéutico , Hemodinámica/efectos de los fármacos , Intubación Intratraqueal/métodos , Ketamina/uso terapéutico , Choque/epidemiología , Adolescente , Factores de Edad , Analgésicos/administración & dosificación , Analgésicos/efectos adversos , Niño , Preescolar , Enfermedad Crítica , Femenino , Humanos , Lactante , Recién Nacido , Unidades de Cuidado Intensivo Pediátrico , Ketamina/administración & dosificación , Ketamina/efectos adversos , Masculino , Estudios Retrospectivos
9.
Pediatr Crit Care Med ; 21(12): 1042-1050, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-32740182

RESUMEN

OBJECTIVES: Tracheal intubation carries a high risk of adverse events. The current literature is unclear regarding the "New Trainee Effect" on tracheal intubation safety in the PICU. We evaluated the effect of the timing of the PICU fellow academic cycle on tracheal intubation associated events. We hypothesize 1) PICUs with pediatric critical care medicine fellowship programs have more adverse tracheal intubation associated events during the first quarter (July-September) of the academic year compared with the rest of the year and 2) tracheal intubation associated event rates and first attempt success performed by pediatric critical care medicine fellows improve through the 3-year clinical fellowship. DESIGN: Retrospective cohort study. SETTING: Thirty-seven North American PICUs participating in National Emergency Airway Registry for Children. PATIENTS: All patients who underwent tracheal intubations in the PICU from July 2013 to June 2017. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: The occurrence of any tracheal intubation associated events during the first quarter of the academic year (July-September) was compared with the rest in four different types of PICUs: PICUs with fellows and residents, PICUs with fellows only, PICUs with residents only, and PICUs without trainees. For the second hypothesis, tracheal intubations by critical care medicine fellows were categorized by training level and quarter for 3 years of fellowship (i.e., July-September of 1st yr pediatric critical care medicine fellowship = first quarter, October-December of 1st yr pediatric critical care medicine fellowship = second quarter, and April-June during 3rd year = 12th quarter). A total of 9,774 tracheal intubations were reported. Seven-thousand forty-seven tracheal intubations (72%) were from PICUs with fellows and residents, 525 (5%) with fellows only, 1,201 (12%) with residents only, and 1,001 (10%) with no trainees. There was no difference in the occurrence of tracheal intubation associated events in the first quarter versus the rest of the year (all PICUs: July-September 14.9% vs October-June 15.2%; p = 0.76). There was no difference between these two periods in each type of PICUs (all p ≥ 0.19). For tracheal intubations by critical care medicine fellows (n = 3,836), tracheal intubation associated events significantly decreased over the fellowship: second quarter odds ratio 0.64 (95% CI, 0.45-0.91), third quarter odds ratio 0.58 (95% CI, 0.42-0.82), and 12th quarter odds ratio 0.40 (95% CI, 0.24-0.67) using the first quarter as reference after adjusting for patient and device characteristics. First attempt success significantly improved during fellowship: second quarter odds ratio 1.39 (95% CI, 1.04-1.85), third quarter odds ratio 1.59 (95% CI, 1.20-2.09), and 12th quarter odds ratio 2.11 (95% CI, 1.42-3.14). CONCLUSIONS: The New Trainee Effect in tracheal intubation safety outcomes was not observed in various types of PICUs. There was a significant improvement in pediatric critical care medicine fellows' first attempt success and a significant decline in tracheal intubation associated event rates, indicating substantial skills acquisition throughout pediatric critical care medicine fellowship.


Asunto(s)
Unidades de Cuidado Intensivo Pediátrico , Intubación Intratraqueal , Niño , Humanos , Intubación Intratraqueal/efectos adversos , América del Norte , Sistema de Registros , Estudios Retrospectivos
10.
Pediatr Crit Care Med ; 20(12): e531-e537, 2019 12.
Artículo en Inglés | MEDLINE | ID: mdl-31568243

RESUMEN

OBJECTIVES: To evaluate if the use of apneic oxygenation during tracheal intubation in children is feasible and would decrease the occurrence of oxygen desaturation. DESIGN: Prospective pre/post observational study. SETTING: A large single-center noncardiac PICU in North America. PATIENTS: All patients less than 18 years old who underwent primary tracheal intubation from August 1, 2014, to September 30, 2018. INTERVENTIONS: Implementation of apneic oxygenation for all primary tracheal intubation as quality improvement. MEASUREMENTS AND MAIN RESULTS: Total of 1,373 tracheal intubations (661 preimplementation and 712 postimplementation) took place during study period. Within 2 months, apneic oxygenation use reached to predefined adherence threshold (> 80% of primary tracheal intubations) after implementation and sustained at greater than 70% level throughout the postimplementation. Between the preimplementation and postimplementation, no significant differences were observed in patient demographics, difficult airway features, or providers. Respiratory and procedural indications were more common during preintervention. Video laryngoscopy devices were used more often during the postimplementation (pre 5% vs post 75%; p < 0.001). Moderate oxygen desaturation less than 80% were observed in fewer tracheal intubations after apneic oxygenation implementation (pre 15.4% vs post 11.8%; p = 0.049); severe oxygen desaturation less than 70% was also observed in fewer tracheal intubations after implementation (pre 10.4% vs post 7.2%; p = 0.032). Hemodynamic tracheal intubation associated events (i.e., cardiac arrests, hypotension, dysrhythmia) were unchanged (pre 3.2% vs post 2.0%; p = 0.155). Multivariable analyses showed apneic oxygenation implementation was significantly associated with a decrease in moderate desaturation less than 80% (adjusted odds ratio, 0.55; 95% CI, 0.34-0.88) and with severe desaturation less than 70% (adjusted odds ratio, 0.54; 95% CI, 0.31-0.96) while adjusting for tracheal intubation indications and device. CONCLUSIONS: Implementation of apneic oxygenation in PICU was feasible, and was associated with significant reduction in moderate and severe oxygen desaturation. Use of apneic oxygenation should be considered when intubating critically ill children.


Asunto(s)
Unidades de Cuidado Intensivo Pediátrico/organización & administración , Intubación Intratraqueal/métodos , Mejoramiento de la Calidad/organización & administración , Respiración Artificial/métodos , Centros Médicos Académicos , Adolescente , Niño , Preescolar , Femenino , Humanos , Lactante , Intubación Intratraqueal/efectos adversos , Masculino , Oxígeno/sangre , Estudios Prospectivos , Adulto Joven
12.
Pediatr Crit Care Med ; 19(2): 98-105, 2018 02.
Artículo en Inglés | MEDLINE | ID: mdl-29140968

RESUMEN

OBJECTIVE: Waveform capnography use has been incorporated into guidelines for the confirmation of tracheal intubation. We aim to describe the trend in waveform capnography use in emergency departments and PICUs and assess the association between waveform capnography use and adverse tracheal intubation-associated events. DESIGN: A multicenter retrospective cohort study. SETTING: Thirty-four hospitals (34 ICUs and nine emergency departments) in the National Emergency Airway Registry for Children quality improvement initiative. PATIENTS: Primary tracheal intubation in children younger than 18 years. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Patient, provider, and practice data for tracheal intubation procedure including a type of end-tidal carbon dioxide measurement, as well as the procedural safety outcomes, were prospectively collected. The use of waveform capnography versus colorimetry was evaluated in association with esophageal intubation with delayed recognition, cardiac arrest, and oxygen desaturation less than 80%. During January 2011 and December 2015, 9,639 tracheal intubations were reported. Waveform capnography use increased over time (39% in 2010 to 53% in 2015; p < 0.001), whereas colorimetry use decreased (< 0.001). There was significant variability in waveform capnography use across institutions (median 49%; interquartile range, 25-85%; p < 0.001). Capnography was used more often in emergency departments as compared with ICUs (66% vs. 49%; p < 0.001). The rate of esophageal intubation with delayed recognition was similar with waveform capnography versus colorimetry (0.39% vs. 0.46%; p = 0.62). The rate of cardiac arrest was also similar (p = 0.49). Oxygen desaturation occurred less frequently when capnography was used (17% vs. 19%; p = 0.03); however, this was not significant after adjusting for patient and provider characteristics. CONCLUSIONS: Significant variations existed in capnography use across institutions, with the use increasing over time in both emergency departments and ICUs. The use of capnography during intubation was not associated with esophageal intubation with delayed recognition or the occurrence of cardiac arrest.


Asunto(s)
Capnografía/estadística & datos numéricos , Dióxido de Carbono/análisis , Colorimetría/estadística & datos numéricos , Intubación Intratraqueal/efectos adversos , Capnografía/métodos , Niño , Preescolar , Estudios de Cohortes , Colorimetría/métodos , Servicio de Urgencia en Hospital , Femenino , Humanos , Lactante , Recién Nacido , Unidades de Cuidado Intensivo Pediátrico , Masculino , Pautas de la Práctica en Medicina/estadística & datos numéricos , Mejoramiento de la Calidad , Sistema de Registros , Estudios Retrospectivos
13.
Pediatr Crit Care Med ; 19(6): 528-537, 2018 06.
Artículo en Inglés | MEDLINE | ID: mdl-29863636

RESUMEN

OBJECTIVES: Cricoid pressure is often used to prevent regurgitation during induction and mask ventilation prior to high-risk tracheal intubation in critically ill children. Clinical data in children showing benefit are limited. Our objective was to evaluate the association between cricoid pressure use and the occurrence of regurgitation during tracheal intubation for critically ill children in PICU. DESIGN: A retrospective cohort study of a multicenter pediatric airway quality improvement registry. SETTINGS: Thirty-five PICUs within general and children's hospitals (29 in the United States, three in Canada, one in Japan, one in Singapore, and one in New Zealand). PATIENTS: Children (< 18 yr) with initial tracheal intubation using direct laryngoscopy in PICUs between July 2010 and December 2015. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Multivariable logistic regression analysis was used to evaluate the association between cricoid pressure use and the occurrence of regurgitation while adjusting for underlying differences in patient and clinical care factors. Of 7,825 events, cricoid pressure was used in 1,819 (23%). Regurgitation was reported in 106 of 7,825 (1.4%) and clinical aspiration in 51 of 7,825 (0.7%). Regurgitation was reported in 35 of 1,819 (1.9%) with cricoid pressure, and 71 of 6,006 (1.2%) without cricoid pressure (unadjusted odds ratio, 1.64; 95% CI, 1.09-2.47; p = 0.018). On multivariable analysis, cricoid pressure was not associated with the occurrence of regurgitation after adjusting for patient, practice, and known regurgitation risk factors (adjusted odds ratio, 1.57; 95% CI, 0.99-2.47; p = 0.054). A sensitivity analysis in propensity score-matched cohorts showed cricoid pressure was associated with a higher regurgitation rate (adjusted odds ratio, 1.01; 95% CI, 1.00-1.02; p = 0.036). CONCLUSIONS: Cricoid pressure during induction and mask ventilation before tracheal intubation in the current ICU practice was not associated with a lower regurgitation rate after adjusting for previously reported confounders. Further studies are needed to determine whether cricoid pressure for specific indication with proper maneuver would be effective in reducing regurgitation events.


Asunto(s)
Cartílago Cricoides/fisiopatología , Enfermedad Crítica/terapia , Intubación Intratraqueal/efectos adversos , Reflujo Laringofaríngeo/epidemiología , Canadá , Niño , Preescolar , Estudios de Cohortes , Femenino , Humanos , Lactante , Unidades de Cuidado Intensivo Pediátrico , Intubación Intratraqueal/métodos , Japón , Reflujo Laringofaríngeo/etiología , Reflujo Laringofaríngeo/prevención & control , Laringoscopía/efectos adversos , Masculino , Nueva Zelanda , Presión , Puntaje de Propensión , Mejoramiento de la Calidad , Sistema de Registros , Estudios Retrospectivos , Singapur , Estados Unidos
14.
Pediatr Crit Care Med ; 19(2): 106-114, 2018 02.
Artículo en Inglés | MEDLINE | ID: mdl-29140970

RESUMEN

OBJECTIVES: External laryngeal manipulation is a commonly used maneuver to improve visualization of the glottis during tracheal intubation in children. However, the effectiveness to improve tracheal intubation attempt success rate in the nonanesthesia setting is not clear. The study objective was to evaluate the association between external laryngeal manipulation use and initial tracheal intubation attempt success in PICUs. DESIGN: A retrospective observational study using a multicenter emergency airway quality improvement registry. SETTING: Thirty-five PICUs within general and children's hospitals (29 in the United States, three in Canada, one in Japan, one in Singapore, and one in New Zealand). PATIENTS: Critically ill children (< 18 years) undergoing initial tracheal intubation with direct laryngoscopy in PICUs between July 1, 2010, and December 31, 2015. MEASUREMENTS AND MAIN RESULTS: Propensity score-matched analysis was performed to evaluate the association between external laryngeal manipulation and initial attempt success while adjusting for underlying differences in patient and clinical care factors: age, obesity, tracheal intubation indications, difficult airway features, provider training level, and neuromuscular blockade use. External laryngeal manipulation was defined as any external force to the neck during laryngoscopy. Of the 7,825 tracheal intubations, the initial tracheal intubation attempt was successful in 1,935/3,274 intubations (59%) with external laryngeal manipulation and 3,086/4,551 (68%) without external laryngeal manipulation (unadjusted odds ratio, 0.69; 95% CI, 0.62-0.75; p < 0.001). In propensity score-matched analysis, external laryngeal manipulation remained associated with lower initial tracheal intubation attempt success (adjusted odds ratio, 0.93; 95% CI, 0.90-0.95; p < 0.001). CONCLUSIONS: External laryngeal manipulation during direct laryngoscopy was associated with lower initial tracheal intubation attempt success in critically ill children, even after adjusting for underlying differences in patient factors and provider levels. The indiscriminate use of external laryngeal manipulation cannot be recommended.


Asunto(s)
Enfermedad Crítica/terapia , Intubación Intratraqueal/métodos , Laringoscopía/métodos , Canadá , Niño , Preescolar , Femenino , Humanos , Lactante , Unidades de Cuidado Intensivo Pediátrico , Japón , Laringe , Masculino , Nueva Zelanda , Puntaje de Propensión , Mejoramiento de la Calidad , Sistema de Registros , Estudios Retrospectivos , Singapur , Estados Unidos
15.
Pediatr Crit Care Med ; 19(5): e242-e250, 2018 05.
Artículo en Inglés | MEDLINE | ID: mdl-29406378

RESUMEN

OBJECTIVES: As of July 2013, pediatric resident trainee guidelines in the United States no longer require proficiency in nonneonatal tracheal intubation. We hypothesized that laryngoscopy by pediatric residents has decreased over time, with a more pronounced decrease after this guideline change. DESIGN: Prospective cohort study. SETTING: Twenty-five PICUs at various children's hospitals across the United States. PATIENTS: Tracheal intubations performed in PICUs from July 2010 to June 2016 in the multicenter tracheal intubation database (National Emergency Airway Registry for Children). INTERVENTION: None. MEASUREMENTS AND MAIN RESULTS: Prospective cohort study in which all primary tracheal intubations occurring in the United States from July 2010 to June 2016 in the multicenter tracheal intubation database (National Emergency Airway Registry for Children) were analyzed. Participating PICU leaders were also asked to describe their local airway management training for residents. Resident participation trends over time, stratified by presence of a Pediatric Critical Care Medicine fellowship and airway training curriculum for residents, were described. A total of 9,203 tracheal intubations from 25 PICUs were reported. Pediatric residents participated in 16% of tracheal intubations as first laryngoscopists: 14% in PICUs with a Pediatric Critical Care Medicine fellowship and 34% in PICUs without one (p < 0.001). Resident participation decreased significantly over time (3.4% per year; p < 0.001). The decrease was significant in ICUs with a Pediatric Critical Care Medicine fellowship (p < 0.001) but not in ICUs without one (p = 0.73). After adjusting for site-level clustering, patient characteristics, and Pediatric Critical Care Medicine fellowship presence, the Accreditation Council for Graduate Medical Education guideline change was not associated with lower participation by residents (odds ratio, 0.86; 95% CI, 0.59-1.24; p = 0.43). The downward trend of resident participation was similar regardless of the presence of an airway curriculum for residents. CONCLUSION: Laryngoscopy by pediatric residents has substantially decreased over time. This downward trend was not associated with the 2013 Accreditation Council for Graduate Medical Education change in residency requirements.


Asunto(s)
Unidades de Cuidado Intensivo Pediátrico/tendencias , Internado y Residencia/tendencias , Intubación Intratraqueal/tendencias , Laringoscopía/educación , Pediatría/educación , Niño , Preescolar , Curriculum , Femenino , Humanos , Lactante , Recién Nacido , Intubación Intratraqueal/métodos , Laringoscopía/tendencias , Masculino , Pediatría/tendencias , Estudios Retrospectivos , Estados Unidos
16.
Indian J Palliat Care ; 24(3): 362-364, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-30111953

RESUMEN

Anoxic brain injury in children is a rare and devastating occurrence. Families are shocked by the unexpected nature of their child's neurologic injury, which may be the result of a sudden and prolonged cardiac arrest. Organ donation in these children is subject to much discussion and controversy. Recently, we encountered three pediatric patients with anoxic brain damage who progressed to brain death within a few days of admission. Pediatric palliative care was involved from the time of arrival to the hospital in all the patients. The team served as a critical conduit to support families and helped in managing end-of-life decisions including organ donation. All three families consented to organ donation. We discuss here the patients, the palliative care involvement, and the factors responsible for successful donation.

18.
Allergy Asthma Proc ; 37(5): 404-8, 2016 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-27657525

RESUMEN

BACKGROUND: The growing prevalence of food allergies indicates a responsibility among primary care providers to ensure that their patients receive accurate diagnosis and management. OBJECTIVE: To improve physician knowledge and management of food allergies by implementing educational and electronic medical record interventions. METHODS: Pre- and posttest scores of pediatric residents and faculty were analyzed to assess the effectiveness of an educational session designed to improve knowledge of food allergy management. One year later, a best practice advisory was implemented in the electronic medical record to alert providers to consider allergy referral whenever a diagnosis code for food allergy or epinephrine autoinjector prescription was entered. A review of charts 6 months before and 6 months after each intervention was completed to determine the impact of both interventions. Outcome measurements included referrals to an allergy clinic, prescription of self-injectable epinephrine, and documentation that written emergency action plans were provided. RESULTS: There was a significant increase in test scores immediately after the educational intervention (mean, 56.2 versus 84.3%; p < 0.001). Posttest scores remained significantly higher than preintervention scores 6 months later (mean score, 68.0 versus 56.2%; p = 0.006). Although knowledge improved, there was no significant difference in the percentage of patients who were provided allergy referral, were prescribed an epinephrine autoinjector, or were given an emergency action plan before and after both interventions. CONCLUSION: Neither intervention resulted in improvements in the management of children with food allergies at our pediatrics clinic. Further studies are needed to identify effective strategies to improve management of food allergies by primary care physicians.


Asunto(s)
Educación Médica Continua , Registros Electrónicos de Salud , Hipersensibilidad a los Alimentos/diagnóstico , Hipersensibilidad a los Alimentos/terapia , Médicos , Competencia Clínica , Manejo de la Enfermedad , Femenino , Humanos , Bases del Conocimiento , Masculino , Pediatras , Pautas de la Práctica en Medicina
19.
Simul Healthc ; 2024 Aug 16.
Artículo en Inglés | MEDLINE | ID: mdl-39162794

RESUMEN

INTRODUCTION: With increased incorporation of simulation-based methodologies into quality improvement activities, standards for reporting on simulation-specific elements in healthcare improvement research are needed. METHODS: We followed established consensus process methodology to iteratively create simulation-based extensions for SQUIRE 2.0 reporting guidelines. Initial steps involved forming a steering committee, defining the scope, and conducting premeeting activities with an expert panel of simulation and quality improvement researchers. Recommendations from the expert panel were brought to a consensus meeting where existing guidelines were reviewed and recommendations made. Steering Committee members reviewed all recommendations, reconciled differences, and made final recommendations, which were piloted by experienced simulation and quality improvement researchers. RESULTS: Fifteen Steering Committee members, 59 experts in simulation and quality improvement research, and 86 consensus meeting attendees reviewed SQUIRE 2.0 reporting guidelines and ultimately recommended simulation-based reporting guidelines for 22 of the 41 (54%) SQUIRE 2.0 guidelines. Those items for which simulation-based extensions were identified were: Notes to Authors, 1 (Title), 2a (Abstract), 2b (Abstract), 4 (Introduction: Available knowledge), 5 (Introduction: Rationale), 7 and 8a & b (Methods: Context and intervention), 9a (Methods - Study of the intervention), 9b (Methods - Study of the intervention), 10a (Methods - Measures), 10b (Methods-Measures), 10c (Methods-Measures), 11b (Methods- Analysis), 12 (Methods - Ethical considerations), 13a (Results), 13e (Results), 14b (Discussion - Summary), 15a-e (Discussion - Interpretation), 16a (Discussion - Limitations), 16b (Discussion - Limitations), 17c (Discussion - Conclusions), and 17d (Discussion - Conclusions). CONCLUSIONS: We created simulation-based extensions to SQUIRE 2.0 reporting guidelines to improve the quality and standardization of reporting on simulation-specific elements of healthcare improvement research.

20.
OTO Open ; 8(3): e145, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38974176

RESUMEN

Objective: Pediatric tracheostomy is associated with high morbidity and mortality, yet clinician knowledge and quality of tracheostomy care may vary widely. In situ simulation is effective at detecting and mitigating related latent safety threats, but evaluation via retrospective video review has disadvantages (eg, delayed analysis, and potential data loss). We evaluated whether a novel mobile application is accurate and reliable for assessment of in situ tracheostomy emergency simulations. Methods: A novel mobile application was developed for assessment of tracheostomy emergency in situ simulation team performance. After 1.25 hours of training, 6 raters scored 10 tracheostomy emergency simulation videos for the occurrence and timing of 12 critical steps. To assess accuracy, rater scores were compared to a reference standard to determine agreement for occurrence or absence of critical steps and a timestamp within ±5 seconds. Interrater reliability was determined through Cohen's and Fleiss' kappa and intraclass correlation coefficient. Results: Raters had 86.0% agreement with the reference standard when considering step occurrence and timing, and 92.8% agreement when considering only occurrence. The average timestamp difference from the reference standard was 1.3 ± 18.5 seconds. Overall interrater reliability was almost perfect for both step occurrence (Fleiss' kappa of 0.81) and timing of step (intraclass correlation coefficient of 0.99). Discussion: Using our novel mobile application, raters with minimal training accurately and reliably assessed videos of tracheostomy emergency simulations and identified areas for future refinement. Implications for Practice: With refinements, this innovative mobile application is an effective tool for real-time data capture of time-critical steps in in situ tracheostomy emergency simulations.

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