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1.
Pediatr Cardiol ; 2024 Jun 24.
Artículo en Inglés | MEDLINE | ID: mdl-38913163

RESUMEN

Despite improvement in hemodynamics, children with single ventricle heart disease remain on feeding tubes long after stage 2 palliation (S2P). Use of a hunger provocation method in a multidisciplinary team setting has been successful at weaning these children from feeding tubes. The objective of this study is to describe patient characteristics and outcomes in the single ventricle population who underwent a formal tube weaning process using a standardized hunger provocation method. Single ventricle patients after S2P from six centers were included. Patient data collected included baseline demographics, swallow evaluation results, and feeding characteristics such as percent oral intake at the start of tube wean. Tube wean data included tube weaning process and duration, interruptions to the tube wean, adverse events, and weights before, during, and after the tube wean. 94% (60 of 64) of patients achieved oral independence. The median time to tube wean was 12.5 days. 62% of patients had transient weight loss during the tube wean. 61% of the cohort was taking less than 10% goal volumes by mouth with 90% of those patients successfully tube weaned. All patients with history of aspiration were successfully tube weaned. 75% of successfully weaned patients were above baseline weight at 1-month post-tube wean. The most common cause of tube wean interruption was contraction of a viral illness. Use of a standardized tube weaning process via hunger provocation method is both feasible and safe in the single ventricle population, resulting in successful feeding tube removal in a timely manner with minimal adverse effects.

2.
J Am Heart Assoc ; 12(20): e030377, 2023 10 17.
Artículo en Inglés | MEDLINE | ID: mdl-37830333

RESUMEN

Background The success of cardiac auscultation varies widely among medical professionals, which can lead to missed treatments for structural heart disease. Applying machine learning to cardiac auscultation could address this problem, but despite recent interest, few algorithms have been brought to clinical practice. We evaluated a novel suite of Food and Drug Administration-cleared algorithms trained via deep learning on >15 000 heart sound recordings. Methods and Results We validated the algorithms on a data set of 2375 recordings from 615 unique subjects. This data set was collected in real clinical environments using commercially available digital stethoscopes, annotated by board-certified cardiologists, and paired with echocardiograms as the gold standard. To model the algorithm in clinical practice, we compared its performance against 10 clinicians on a subset of the validation database. Our algorithm reliably detected structural murmurs with a sensitivity of 85.6% and specificity of 84.4%. When limiting the analysis to clearly audible murmurs in adults, performance improved to a sensitivity of 97.9% and specificity of 90.6%. The algorithm also reported timing within the cardiac cycle, differentiating between systolic and diastolic murmurs. Despite optimizing acoustics for the clinicians, the algorithm substantially outperformed the clinicians (average clinician accuracy, 77.9%; algorithm accuracy, 84.7%.) Conclusions The algorithms accurately identified murmurs associated with structural heart disease. Our results illustrate a marked contrast between the consistency of the algorithm and the substantial interobserver variability of clinicians. Our results suggest that adopting machine learning algorithms into clinical practice could improve the detection of structural heart disease to facilitate patient care.


Asunto(s)
Aprendizaje Profundo , Cardiopatías , Adulto , Humanos , Soplos Cardíacos/diagnóstico , Cardiopatías/diagnóstico por imagen , Auscultación Cardíaca , Algoritmos
3.
Pediatr Cardiol ; 42(5): 1074-1081, 2021 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-33813599

RESUMEN

We utilized the multicenter Pediatric Acute Care Cardiology Collaborative (PAC3) 2017 and 2019 surveys to describe practice variation in therapy availability and changes over a 2-year period. A high acuity therapies (ATs) score was derived (1 point per positive response) from 44 survey questions and scores were compared to center surgical volume. Of 31 centers that completed the 2017 survey, 26 also completed the 2019 survey. Scores ranged from 11 to 34 in 2017 and 11 to 35 in 2019. AT scores in 2019 were not statistically different from 2017 scores (29/44, IQR 27-32.5 vs. 29.5/44, IQR 27-31, p = 0.9). In 2019, more centers reported initiation of continuous positive airway pressure (CPAP) and Bi-level positive airway pressure (BiPAP) in Acute Care Cardiology Unit (ACCU) (19/26 vs. 4/26, p < 0.001) and permitting continuous CPAP/BiPAP (22/26 vs. 14/26, p = 0.034) compared to 2017. Scores in both survey years were significantly higher in the highest surgical volume group compared to the lowest, 33 ± 1.5 versus 25 ± 8.5, p = 0.046 and 32 ± 1.7 versus 23 ± 5.5, p = 0.009, respectively. Variation in therapy within the ACCUs participating in PAC3 presents an opportunity for shared learning across the collaborative. Experience with PAC3 was associated with increasing available respiratory therapies from 2017 to 2019. Whether AT scores impact the quality and outcomes of pediatric acute cardiac care will be the subject of further investigation using a comprehensive registry launched in early 2019.


Asunto(s)
Cardiología/métodos , Cardiopatías Congénitas/terapia , Unidades de Cuidado Intensivo Pediátrico/estadística & datos numéricos , Procedimientos Quirúrgicos Cardíacos/estadística & datos numéricos , Niño , Cuidados Críticos/métodos , Humanos , Evaluación de Resultado en la Atención de Salud/estadística & datos numéricos , Encuestas y Cuestionarios
4.
Pediatr Qual Saf ; 4(6): e223, 2019.
Artículo en Inglés | MEDLINE | ID: mdl-32010850

RESUMEN

To optimize patient resource utilization and safety, we created a standard-of-care guideline for pediatric drug ingestion hospital admissions. METHODS: A multidisciplinary committee developed specific telemetry guidelines for pediatric drug ingestion hospital admissions at a tertiary pediatric hospital. The guidelines stipulated inpatient admission with telemetry monitoring for the following criteria: (1) corrected QT interval (interval between the Q wave and T wave on a standard EKG)≥ 500 ms, (2) ingestion of an antiarrhythmic medication, or (3) ingestion of a tricyclic antidepressant. We created guidelines for electrocardiogram frequency for nontelemetry admissions. We implemented these guidelines in November 2015 in partnership with the Emergency Medicine Department and Poison Control Center. We reviewed medical records of all these admissions between January 1, 2015, and July 31, 2016, and divided patients into preintervention (January 1, 2015 to November 30, 2015) and postintervention (December 1, 2015 to July 31, 2016) groups. We used statistical process control charts and methodology to monitor changes over time. RESULTS: There were a total of 622 drug ingestion admissions during the study period. We admitted 69 patients (11%) to the cardiac acute care unit (CACU) for telemetry monitoring. The preintervention period included 61 admissions (5.5 CACU admissions per month). The postintervention period included 8 admissions (1.1 CACU admissions per month). This difference reflects an overall absolute decrease of 87%. There was no evidence of an increase in the rate of intensive care unit utilization, rapid response events, or adverse events in the postintervention period. CONCLUSIONS: A standardized admission protocol for pediatric drug ingestions can safely improve resource utilization.

5.
Congenit Heart Dis ; 13(5): 808-810, 2018 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-30238624

RESUMEN

Cardiology fellows-in-training, both in adult and pediatric hospitals, need structured education in regards to congenital heart disease (CHD) nomenclature. With improved survival of patients with CHD, it is not uncommon for these patients to seek care in multiple adult and pediatric hospitals. A deep understanding of CHD nomenclature would aid in providing accurate medical and surgical care for these patients. In this forum, we share our experience with such structured education and also comment on recent advances in morphologic imaging that would aid in understanding the nomenclature.


Asunto(s)
Cardiología/educación , Diagnóstico por Imagen , Educación de Postgrado en Medicina/métodos , Cardiopatías Congénitas/diagnóstico por imagen , Internado y Residencia/métodos , Terminología como Asunto , Humanos
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