RESUMEN
OBJECTIVES: Investigations about cesarean delivery (CD) on maternal request (CDMR) and infant infection risk frequently rely on administrative data with poorly defined indications for CD. We sought to determine the association between CDMR and infant infection using an intent-to-treat approach. METHODS: This was a population-based cohort study of low-risk singleton pregnancies with a term live birth in Ontario, Canada between April 2012 and March 2018. Subjects with prior CD were excluded. Outcomes included upper and lower respiratory tract infections, gastrointestinal infections, otitis media, and a composite of these 4. Relative risk and 95% CI were calculated for component and composite outcomes up to 1 year following planned CDMR versus planned vaginal deliveries (VDs). Subgroup and sensitivity analyses included age at infection (≤28 vs. >28 days), type of care (ambulatory vs. hospitalisation), restricting the cohort to nulliparous pregnancies, and including individuals with previous CD. Last, we re-examined outcome risk on an as-treated basis (actual CD vs. actual VD). RESULTS: Of 422 134 pregnancies, 0.4% (1827) resulted in a planned CDMR. After adjusting for covariates, planned CDMR was not associated with a risk of composite infant infections (adjusted relative risk 1.02; 95% CI 0.92-1.11). Findings for component infection outcomes, subgroup, and sensitivity analyses were similar. However, the as-treated analysis of the role of delivery mode on infant risk for infection demonstrated that actual CD (planned and unplanned) was associated with an increased risk for infant infections compared to actual VD. CONCLUSIONS: Planned CDMR is not associated with increased risk for neonatal or infant infections compared with planned VD. Study design must be carefully considered when investigating the impact of CDMR on infant infection outcomes.
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Cesárea , Humanos , Femenino , Cesárea/estadística & datos numéricos , Embarazo , Ontario/epidemiología , Adulto , Recién Nacido , Estudios de Cohortes , Infecciones del Sistema Respiratorio/epidemiología , Procedimientos Quirúrgicos Electivos/estadística & datos numéricos , Otitis Media/epidemiologíaRESUMEN
BACKGROUND: Ontario's birth Registry (BORN) was established in 2009 to collect, interpret, and share critical data about pregnancy, birth and the early childhood period to facilitate and improve the provision of healthcare. Since the use of routinely-collected health data has been prioritized internationally by governments and funding agencies to improve patient care, support health system planning, and facilitate epidemiological surveillance and research, high quality data is essential. The purpose of this study was to verify the accuracy of a selection of data elements that are entered in the Registry. METHODS: Data quality was assessed by comparing data re-abstracted from patient records to data entered into the Ontario birth Registry. A purposive sample of 10 hospitals representative of hospitals in Ontario based on level of care, birth volume and geography was selected and a random sample of 100 linked mother and newborn charts were audited for each site. Data for 29 data elements were compared to the corresponding data entered in the Ontario birth Registry using percent agreement, kappa statistics for categorical data elements and intra-class correlation coefficients (ICCs) for continuous data elements. RESULTS: Agreement ranged from 56.9 to 99.8%, but 76% of the data elements (22 of 29) had greater than 90% agreement. There was almost perfect (kappa 0.81-0.99) or substantial (kappa 0.61-0.80) agreement for 12 of the categorical elements. Six elements showed fair-to-moderate agreement (kappa <0.60). We found moderate-to-excellent agreement for four continuous data elements (ICC >0.50). CONCLUSION: Overall, the data elements we evaluated in the birth Registry were found to have good agreement with data from the patients' charts. Data elements that showed moderate kappa or low ICC require further investigation.
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Certificado de Nacimiento , Exactitud de los Datos , Sistema de Registros/normas , Humanos , Recién Nacido , Ontario , Reproducibilidad de los ResultadosRESUMEN
Most newborns undergo newborn screening blood tests. Breastfeeding, skin-to-skin care, and sweet solutions effectively reduce pain; however, these strategies are inconsistently used. We conducted a 2-armed pilot randomized controlled trial in a mother-baby unit to examine the feasibility and acceptability of a parent-targeted and -mediated video demonstrating use of these pain-reducing strategies and to obtain preliminary effectiveness data on uptake of pain management. One hundred parent-newborn dyads were randomized to view the video or receive usual care (51 intervention and 49 control arm). Consent and attrition rates were 70% and 1%, respectively. All participants in the intervention arm received the intervention as planned and reported an intention to recommend the video and to use at least 1 pain treatment with breastfeeding or skin-to-skin care preferred over sucrose. In the intervention arm, 60% of newborns received at least 1 pain treatment compared with 67% in the control arm (absolute difference, -7%; 95% confidence interval, -26 to 12). The video was well accepted and feasible to show to parents. As there was no evidence of effect on the use of pain management, major modifications are required before launching a full-scale trial. Effective means to translate evidence-based pain knowledge is warranted.
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Tamizaje Neonatal/efectos adversos , Manejo del Dolor/métodos , Dimensión del Dolor , Dolor/prevención & control , Padres/educación , Adulto , Ansiedad/prevención & control , Análisis por Conglomerados , Femenino , Humanos , Lactante , Recién Nacido , Masculino , Tamizaje Neonatal/métodos , Ontario , Dolor/etiología , Padres/psicología , Proyectos Piloto , Valores de Referencia , Edulcorantes/administración & dosificación , Centros de Atención Terciaria , Grabación en VideoRESUMEN
PURPOSE: To undertake an economic analysis of repeat Caesarean births in low-risk women (LRW) not in labour in Ontario who delivered at 37-38 weeks (<39 weeks) vs. 39-40 weeks (≥39 weeks) gestation. METHODS: Data from the Better Outcomes Registry & Network (BORN) Information System for fiscal years 2012-2013 and 2013-2014 meeting the definition for elective repeat CS (ERCS) for LRW between 37 and 40 weeks gestation. Costs were obtained from the Ottawa Hospital Data Warehouse and applied through to discharge. RESULTS: For April 2012 to March 2013, we extracted 3637 ERCS dyads at <39 weeks and 3282 dyads at ≥39 weeks. There were 334 NICU admissions at <39 weeks (0.92%) and 235 at ≥39 weeks (0.72%). Average neonate cost was $1247.99 (<39 weeks) vs. $1200.77 (≥39 weeks)-a difference of $47.22. Average dyad cost was $3608.92 (<39 weeks) vs. $3577.04 (≥39 weeks)-a difference of $31.88 per birth. If these births were delayed to ≥39 weeks, net savings of $173 864 and $115 947 annually would be realized on "baby only" and "dyad" costs, respectively. For April 2013 to March 2014, we extracted 2875 ERCS dyads at ≤39 weeks and 3892 dyads at ≥39 weeks. There were 216 NICU admissions ≤39 weeks (0.75%) and 224 at ≥39 weeks (0.58%). Average neonate cost was $1268.56 (<39 weeks) vs. $1126.56 (≥39 weeks)-a difference of $142.00 per birth. Average dyad cost was $3605.70 (≤39 weeks) vs. $3456.61 (≥39 weeks)-a difference of $149.08. If these births were delayed to ≥39 weeks, net annual savings of $404 842 and $428 605 would be realized on "baby only" and "dyad" costs respectively. CONCLUSIONS: Restricting repeat CS in LRW to ≥39 weeks is a cost-effective strategy.
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Cesárea Repetida/estadística & datos numéricos , Procedimientos Quirúrgicos Electivos/estadística & datos numéricos , Evaluación de Resultado en la Atención de Salud , Adulto , Cesárea Repetida/economía , Estudios de Cohortes , Análisis Costo-Beneficio , Procedimientos Quirúrgicos Electivos/economía , Femenino , Edad Gestacional , Humanos , Servicios de Salud Materno-Infantil , Ontario , Complicaciones Posoperatorias , Embarazo , Sistema de RegistrosRESUMEN
BACKGROUND: Breastfeeding (BF), skin-to-skin care (SSC), and sucrose effectively reduce babies' pain during newborn blood work, but these strategies are infrequently used. Our team developed a parent-targeted video intervention showing the effectiveness of the 3 pain management strategies. PURPOSE: To evaluate neonatal intensive care unit (NICU) parents' (1) baseline knowledge and previous use of BF, SSC, and sucrose for procedural pain management; (2) intention to advocate/use BF, SSC, or sucrose for their infants' future blood work after viewing the video; (3) intention to recommend the video to other parents; and (4) perceptions of the video and identify areas for improvement. METHODS: Cross-sectional survey of parents in an NICU. RESULTS: Fifty parents were enrolled: 33 mothers and 17 fathers. More than two-thirds (68%) of parents had prior knowledge of analgesic effects of sucrose; knowledge of SSC and BF as pain-reduction strategies was lower: 44% and 34%, respectively. Eighty-six percent of parents felt the video was the right length; 7 (14%) felt the video was too long. After viewing the video, 96% of parents intended to advocate for BF, SSC, or sucrose for pain management and 88% parents would recommend the video to other parents. IMPLICATIONS FOR PRACTICE: The video is acceptable to parents, is feasible to deliver to parents in an NICU, and has potential to increase parents' intent to advocate for pain management strategies for their infants. IMPLICATIONS FOR RESEARCH: Future studies are required to evaluate the effectiveness of this parent-targeted intervention on increasing actual use of pain management in clinical practice.
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Lactancia Materna/métodos , Método Madre-Canguro/métodos , Manejo del Dolor/métodos , Dolor Asociado a Procedimientos Médicos/prevención & control , Padres/educación , Sacarosa/uso terapéutico , Edulcorantes/uso terapéutico , Estudios Transversales , Conocimientos, Actitudes y Práctica en Salud , Humanos , Recién Nacido , Unidades de Cuidado Intensivo Neonatal , Proyectos Piloto , Grabación en VideoRESUMEN
To assess the reach, acceptability, and effect of the BSweet2Babies video showing breast-feeding, skin-to-skin care, and sucrose during blood sampling on intention to recommend the video or advocate for use of the interventions. In July 2014, the video and an electronic survey were produced and posted. After 1 year, the online viewer survey responses and YouTube analytics were analyzed. One year after posting, the BSweet2Babies video had 10 879 views from 125 countries and 187 (1.7%) viewers completed the survey. Most respondents were aware of the analgesic effects of breast-feeding, skin-to-skin care, and sucrose. Nearly all respondents (n = 158, 92%) found the BSweet2Babies video to be a helpful resource and 146 (84%) answered that they would recommend the video to others. After viewing the video, 183 (98%) respondents answered that they would advocate for 1 or more of the interventions. The BSweet2Babies video showing effective pain treatment during blood sampling had a large reach but a very small response rate for the survey. Therefore, analysis of acceptability and effect on intention to recommend the video and advocate for the interventions depicted are limited. Further research is warranted to explore how to best evaluate videos delivered through social media and to determine the effect of the video to promote knowledge translation into clinical practice.
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Tamizaje Neonatal/efectos adversos , Manejo del Dolor/métodos , Dolor Asociado a Procedimientos Médicos/diagnóstico , Flebotomía/efectos adversos , Grabación en Video , Canadá , Estudios de Cohortes , Femenino , Humanos , Recién Nacido , Masculino , Tamizaje Neonatal/métodos , Dolor Asociado a Procedimientos Médicos/prevención & control , Flebotomía/métodos , Estudios RetrospectivosRESUMEN
Subgroup analysis of the Canadian Oxygen Trial to compare outcomes of extremely preterm infants in centers with more versus less separation between median arterial oxygen saturations in the two target ranges. Centers with more separation observed lower rates of death or disability in the 85%-89% range than in the 91%-95% target range.
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Recien Nacido Extremadamente Prematuro/sangre , Oximetría/métodos , Oxígeno/sangre , Canadá , Femenino , Humanos , Recién Nacido , Recien Nacido Prematuro , Masculino , Terapia por Inhalación de OxígenoRESUMEN
BACKGROUND: Milk acts as an edible immune system that is transferred from mother to newborn. Soluble Cluster of Differentiation 14 (sCD14) is a protein found in significant quantities in human milk (~8-29 µg/ml). At a 10-fold lower concentration in the blood (~3 µg/ml), the most notable role of sCD14 is to sequester lipopolysaccharides of Gram-negative bacteria from immune cells. METHODS: To explore the pharmacodynamics of this milk protein and its biological fate, the biodistribution of radiolabeled sCD14 ((14)C, (125)I) was monitored in 10-d-old rat pups. RESULTS: Up to 3.4 ± 2.2% of the radiolabeled sCD14 administered was observed, intact, in the pup blood for up to 8 h post-ingestion. Additionally, 30.3 ± 13.0% of the radiolabeled sCD14 administered was observed degraded in the stomach at 8 h post-ingestion. A reservoir of intact, administered sCD14 (3.2 ± 0.3%), however, remained in the stomach at 8 h post-ingestion. Intact sCD14 was observed in the small intestine at 5.5 ± 1.6% of the dose fed at 8 h post-ingestion. CONCLUSION: The presence of intact sCD14 in the blood and the gastrointestinal tract of newborns post-ingestion has implications in the development of allergies, obesity, and other inflammation-related pathogeneses later in life.
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Receptores de Lipopolisacáridos/sangre , Receptores de Lipopolisacáridos/química , Leche/química , Animales , Animales Recién Nacidos , Tracto Gastrointestinal/metabolismo , Humanos , Inflamación , Lipopolisacáridos/química , Ratas , Proteínas Recombinantes/química , Factores de Tiempo , Distribución TisularRESUMEN
BACKGROUND: To determine the relationship between maternal and neonatal cystatin C (CysC) and ß-trace protein (BTP), markers of glomerular filtration rate (GFR) on day 1 of life. METHODS: Blood levels of CysC, BTP, and creatinine (Cr) were analyzed from 128 healthy term and preterm neonates admitted to the neonatal intensive care unit (NICU) (36% female) to determine the relationship between gestational age and maternal levels on day 1 of life. RESULTS: Maternal Cr correlated positively and significantly with neonatal Cr (r = 0.677, p < 0.0001) and CysC (r = 0.246, p < 0.012) on day 1 of life. Maternal BTP did not correlate with neonatal BTP. Gestational age correlated positively and significantly with neonatal Cr (0.427, p < 0.0001), CysC (r = 0.321, p = 0.001); and with maternal Cr (r = 0.452, p < 0.0001), CysC (r = 0.613, p < 0.0001), and BTP (r = 0.442, p < 0.0001). No correlation was found between gestational age and neonatal BTP. Upon considering the following age groups; 24 - 32, 33 - 36, and ≥ 37 weeks, maternal Cr continued to correlate with neonatal Cr, across all age groups, while no correlation was found with BTP, and CysC correlations were no longer significant. Throughout, neonatal values for CysC and BTP were higher, suggesting that low neonatal GFR was the main determinant for the variance. There was no difference in the median neonatal BTP across all age groups. CONCLUSION: Maternal Cr and CysC may both cross the placenta while BTP may not. Placental crossing of Cr seems to be independent of gestational age. The reasons for the different placental handling of BTP and CysC remain unknown.
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Tasa de Filtración Glomerular , Oxidorreductasas Intramoleculares/sangre , Lipocalinas/sangre , Biomarcadores/sangre , Creatinina/sangre , Cistatina C/sangre , Femenino , Edad Gestacional , Humanos , Recién Nacido , MasculinoRESUMEN
OBJECTIVE: Elective repeat Caesarean section (ERCS) for low-risk women at < 39 weeks' gestation has consistently been associated with increased risks to the neonate, including respiratory morbidity, NICU admission, and lengthier hospital stays than ERCS at 39 to 40 weeks' gestation. The objective of this quality improvement project was to reduce high rates of ERCS < 39 weeks across the Eastern Ontario region. METHODS: All hospitals within the region providing care during labour and birth (n = 10) were asked to participate. Representatives from each hospital received information about their site-specific rates and knowledge-translation resources to assist them with the project. A benchmark rate for ERCS < 39 weeks was set at 30%. The rates of ERCS < 39 weeks were calculated for two different times (the 2009-2010 and 2010-2011 fiscal years) and the relative difference and 95% confidence intervals were calculated to quantify the magnitude and statistical significance of any change. Qualitative interviews were completed with key informants from each hospital. RESULTS: The proportion of ERCS at < 39 weeks' gestation across the region in the fiscal year 2010-2011 (n = 197/497; 39.6%) was significantly decreased (relative difference: -21%; 95% CI -31% to -8%, P = 0.002) from the previous fiscal year 2009-2010 (n = 229/459; 49.9%). A number of barriers to, and facilitators of, practice change were identified. CONCLUSION: A reduction in the rate of ERCS < 39 weeks among low-risk women was achieved across the region. Awareness of the issue, possession of site-specific data, and agreement about the evidence and the need for change are critical first steps to improving practice.
Objectif : La césarienne itérative planifiée (CIP) menée chez des femmes exposées à de faibles risques à < 39 semaines de gestation a régulièrement été associée à plus de risques pour le nouveau-né (dont une morbidité respiratoire, une admission à l'UNSI et une hospitalisation prolongée) que la CIP menée entre 39 et 40 semaines de gestation. Ce projet d'amélioration de la qualité avait pour objectif d'atténuer les taux élevés de CIP menée à < 39 semaines dans la région de l'est de l'Ontario. Méthodes : La participation de tous les hôpitaux de la région offrant des soins au cours du travail et de l'accouchement (n = 10) a été sollicitée. Des représentants de chacun de ces hôpitaux ont reçu des ressources d'application des connaissances pour les aider à mettre en Åuvre le projet, ainsi que des renseignements au sujet des taux associés à leurs établissements respectifs. Un taux de référence de 30 % a été établi pour ce qui est de la CIP à < 39 semaines. Les taux de CIP à < 39 semaines ont été calculés pour deux périodes différentes (les exercices financiers 20092010 et 20102011); la différence relative et les intervalles de confiance à 95 % ont été calculés pour quantifier l'ampleur et l'importance statistique de tout changement. Des entrevues qualitatives ont été menées auprès d'intervenants clés de chacun des hôpitaux. Résultats : La proportion de CIP à < 39 semaines de gestation au sein de la région au cours de l'exercice financier 20102011 (n = 197/497; 39,6 %) a connu une baisse significative (différence relative : −21 %; IC à 95 %, −31 % - −8 %, P = 0,002) par comparaison avec l'exercice financier précédent 20092010 (n = 229/459; 49,9 %). Un certain nombre d'obstacles et de facteurs facilitants en matière de modification de la pratique ont été identifiés. Conclusion : Une baisse du taux de CIP à < 39 semaines chez les femmes exposées à de faibles risques a été obtenue au sein de la région. La sensibilisation à cette question, la détention de données propres à l'établissement et l'atteinte d'un consensus quant aux données et à la nécessité du changement font partie des premières étapes cruciales du processus d'amélioration de la pratique.
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Cesárea Repetida/efectos adversos , Edad Gestacional , Cesárea Repetida/estadística & datos numéricos , Procedimientos Quirúrgicos Electivos , Femenino , Hospitales , Humanos , Recién Nacido , Auditoría Médica , Ontario , Pautas de la Práctica en Medicina/estadística & datos numéricos , Embarazo , Indicadores de Calidad de la Atención de Salud , Factores de RiesgoRESUMEN
Pregnancy, birth, and the early newborn period are times of high use of health care services. As well as opportunities for providing quality care, there are potential missed opportunities for health promotion, safety issues, and increased costs for the individual and the system when quality is not well defined or measured. There has been a need to identify key performance indicators (KPIs) to measure quality care within the provincial maternal-newborn system. We also wanted to provide automated audit and feedback about these KPIs to support quality improvement initiatives in a large Canadian province with approximately 140 000 births per year. We therefore worked to develop a maternal-newborn dashboard to increase awareness about selected KPIs and to inform and support hospitals and care providers about areas for quality improvement. We mapped maternal-newborn data elements to a quality domain framework, sought feedback via survey for the relevance and feasibility of change, and examined current data and the literature to assist in setting provincial benchmarks. Six clinical performance indicators of maternal-newborn quality care were identified and evidence-informed benchmarks were set. A maternal-newborn dashboard with "drill down" capacity for detailed analysis to enhance audit and feedback is now available for implementation. While audit and feedback does not guarantee individuals or institutions will make practice changes and move towards quality improvement, it is an important first step. Practice change and quality improvement will not occur without an awareness of the issues.
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Servicios de Salud Materna , Calidad de la Atención de Salud , Femenino , Costos de la Atención en Salud , Promoción de la Salud , Humanos , Recién Nacido , Servicios de Salud Materna/economía , Centros de Salud Materno-Infantil/economía , Ontario , Embarazo , Garantía de la Calidad de Atención de Salud , Indicadores de Calidad de la Atención de SaludRESUMEN
Despite known analgesic effects of breastfeeding (BF), skin-to-skin care (SSC), and sweet solutions (sucrose) for newborns, these interventions remain underutilized. Our team produced a five-minute parent-targeted video (BSweet2Babies) demonstrating BF, SSC, and sucrose during newborn blood sampling. We conducted a sequential exploratory mixed-methods study with eight maternal-newborn units across Ontario, Canada to identify barriers and facilitators to implementing the video and the three pain management strategies.Over a 6-month period, data collection included 15 telephone interviews, two email communications, and three community of practice teleconferences with the participating sites (n = 8). We used the Theoretical Domains Framework as the coding matrix. Participants discussed integrating the video in prenatal education and the importance of involving leadership when planning for practice change. Key barriers included lack of comfort with parental presence, perception of high complexity of the strategies, short postpartum stays, competing priorities, and interprofessional challenges. Key facilitators included alignment with the Baby-Friendly Hospital Initiative, modeling by Lactation Consultants, and frequent reminders.
RESUMEN
BACKGROUND: Assessing pain in mechanically ventilated infants is challenging. The assessment of skin conductance (SC) is based on the sympathetic nervous system response to stress. This study purpose was to evaluate the validity of SC for assessing pain in mechanically ventilated infants. METHODS: A prospective cross-sectional observational design was used to study SC and its relation to: the category of procedure (i.e., painful or non-painful); the phase of procedure (i.e., before, during and after), and referent pain measurements (i.e., Premature Infant Pain Profile-Revised (PIPP-R) and Neonatal Facial Coding System (NFCS)). Eligible infants were those up to 12 months of age, in intensive care units, who were mechanically ventilated, and required painful and non-painful procedures. RESULTS: From October 2017 to November 2018, 130 eligible infants were identified, and 55 infants were studied. SC (number of waves per second) during painful procedures (median 0.27, interquartile range 0.2-0.4) was statistically significantly higher than those during non-painful procedures (0, 0-0.09). SC during painful procedures was statistically significantly higher than those before (0, 0-0.07) and after painful procedures (0, 0-0.07). SC showed moderate statistically significant positive correlations with PIPP-R (Spearman's rho = 0.4-0.62) and the four-item NFCS (Spearman's rho = 0.31-0.67) before, during and after painful or non-painful procedures respectively. SC had excellent performance (area under the receiver operator curve = 0.979) with excellent sensitivity (92.31%), specificity (95.42%) and negative predictive value (99.21%) but only sufficient positive predictive value (66.67%) when used to discriminate moderate-to-severe pain. CONCLUSIONS: SC showed good validity for assessing pain in critically ill infants requiring mechanical ventilation. SIGNIFICANCE OF THE STUDY: Pain assessment in mechanically ventilated infants is challenging. In this study, the validity of skin conductance (SC) for pain assessment is evaluated in the same population of infants during painful and nonpainful procedures. SC showed good validity for assessing acute pain in relation to category of procedure, phase of procedure, and referent pain measurements. SC is a promising method, especially with other pain assessment methods and other determinants of pain, in a multimodal pain assessment approach to understand the complexity of pain in mechanically ventilated infants.
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Dolor Agudo , Dolor Agudo/diagnóstico , Estudios Transversales , Humanos , Lactante , Recién Nacido , Dimensión del Dolor , Estudios Prospectivos , Respiración Artificial/efectos adversosRESUMEN
Video-based monitoring of patients in the neonatal intensive care unit (NICU) has great potential for improving patient care. Video-based detection of clinical events, such as bottle feeding, would represent a step towards semi-automated charting of clinical events. Recording such events contemporaneously would address the limitations associated with retrospective charting. Such a system could also support oral feeding assessment tools, as the patient's feeding skills and nutrition are pivotal in monitoring their growth. We therefore leverage transfer learning using a pretrained VGG-16 model to classify images obtained during an intervention, to determine if a bottle-feeding event is occurring. Additionally, we explore a data expansion technique by extracting similar-feature images from publicly available sources to supplement our dataset of real NICU patients to address data scarcity. This work also visualizes and quantifies the gap between the source domain (ImageNet data subset) and target domain (NICU dataset), thereby illustrating the impact of expanding our training set for knowledge transfer proficiency. Results show an increase of over 18% in sensitivity after data expansion. Analysis of network activation maps indicates that data expansion is able to reduce the distance between the source and target domains.
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Alimentación con Biberón , Unidades de Cuidado Intensivo Neonatal , Humanos , Recién Nacido , Estudios RetrospectivosRESUMEN
Continuity of care is achieved in the neonatal intensive care unit (NICU) through careful documentation of all events of clinical significance, including clinical interventions and routine care events (e.g., feeding, diaper change, weighing, etc.). As a step towards automating this documentation process, we propose a scene recognition algorithm that can automatically identify key features in a single image of the patient environment, paired with a rule-based sentence generator to caption the scene. Color and depth video were obtained from 29 newborn patients from the Children's Hospital of Eastern Ontario (CHEO) using an Intel RealSense SR300 RGB-D camera and manual bedside event annotation. Image processing techniques are implemented to classify two lighting conditions: brightness level and phototherapy. A deep neural network is developed for three image classification tasks: on-going intervention, bed occupancy, and patient coverage. Transfer learning is leveraged in the feature extraction layers, such that weights learned from a generic data-rich task are applied to the clinical domain where data collection is complex and costly. Different depth fusion techniques are implemented and compared among classification tasks, where the depth and color data are fused as an RGB-D image (image fusion) or separately at various layers in the network (network fusion). Promising results were obtained with >84% sensitivity and >73% F1 measure across all context variables despite the large class imbalance. RGBD-based models are shown to outperform RGB models on most tasks. In general, a 4-channel image fusion and network fusion at the 11th layer of the VGG-16 architecture were preferred. Ultimately, achieving complete scene understanding through multimodal computer vision could form the basis for a semi-automated charting system to assist clinical staff.
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Unidades de Cuidado Intensivo Neonatal , Redes Neurales de la Computación , Algoritmos , Niño , Humanos , Procesamiento de Imagen Asistido por Computador , Recién NacidoRESUMEN
Mother's milk represents a foundational step in the proper development of newborn immunity. This is achieved, in part, through the action of numerous regulatory proteins such as soluble cluster of differentiation 14 (sCD14) found in significant quantities in human milk (~25-50 µg/mL). In adults, CD14 stimulates cytokine production in response to lipopolysaccharide (LPS), the major lipid component found in the outer membrane of Gram-negative bacteria. However, the fate and function of sCD14 in the neonatal gastrointestinal (GI) tract are unknown and may function differently from adults. Therefore, we administered human sCD14 to experimental animals and observed that it persisted in the upper GI tract after feeding. In our search for potential proteolytic protectants, immunoprecipitation of sCD14 from human milk revealed a 15-kD novel protein that copurified with sCD14. Mass spectrometry analysis of the protein identified alpha-lactalbumin. CD14 was also identified by immunoblot after immunoprecipitation of alpha-lactalbumin from milk. In vitro digestion assays revealed that purified alpha-lactalbumin decreases the proteolytic degradation of human milk derived sCD14 in vitro, suggesting a mechanism by which this key LPS receptor may remain functional in the neonate gut.
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Lactalbúmina/química , Lactalbúmina/metabolismo , Receptores de Lipopolisacáridos/química , Receptores de Lipopolisacáridos/metabolismo , Leche Humana/química , Complejos Multiproteicos/metabolismo , Adulto , Animales , Tracto Gastrointestinal/química , Tracto Gastrointestinal/metabolismo , Humanos , Recién Nacido , Receptores de Lipopolisacáridos/administración & dosificación , Espectrometría de Masas , Ratas , Ratas Sprague-DawleyRESUMEN
Newborns admitted to the neonatal intensive care unit (NICU) require a high level of care due to their precarious condition. Nurses typically monitor their vital signs continuously using wearable sensors such as electrocardiogram (ECG) electrodes placed on their chest and a pulse oximeter on a limb. When the patient moves, this can cause motion artifacts on one or more physiologic signals, potentially resulting in a false alarm on the patient monitor. We therefore propose a motion detection algorithm to mitigate these alarms by providing context. Using a camera positioned above the crib or overhead warming bed, we recorded videos from six patients and annotated all patient movements. These data were used to train and evaluate two different approaches for non-contact motion detection. Results were stronger for the optical flow technique than for the long short-term memory network approach. This represents a challenging problem due to variable lighting, patient clothing and bed coverings, and the complex clinical environment in the NICU.
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Unidades de Cuidado Intensivo Neonatal , Oximetría , Electrocardiografía , Humanos , Recién Nacido , Monitoreo Fisiológico , Movimiento (Física)RESUMEN
Background: There is increasing evidence that premature newborns and infants with low birth weight can benefit substantially from an exclusive human milk-based diet (EHMD), consisting of human milk supplemented with a pasteurized donor human milk-derived fortifier. However, compared with the standard infant diet, EHMD also represents a significant added cost to the hospital and/or health system, thereby raising important questions about the economic feasibility of incorporating EHMD into newborn care. Design: We conducted a cost analysis and estimated the potential cost savings to a Canadian tertiary hospital based on the attributable complications averted from EHMD among low-weight neonates. A meta-analysis was performed to derive input parameters. A probabilistic analysis was conducted to determine the probability that EHMD is cost saving and 95% confidence interval (CI) around our estimates. Results: Our findings show that providing EHMD to preterm infants under 750 g at birth and at the highest risk of developing major complications is likely to be cost saving in the amount of $107,567 (95% CI: -145,229 to 360,362) per year. Extending EHMD to higher weight classes may be economically feasible depending on the pricing of the human milk-derived fortifier and the baseline risk of complications in the hospital setting. Conclusions: This comprehensive study provides critical insight for hospital-based decision makers to evaluate the potential gains and uncertainties associated with improved nutritional care for neonatal patients.
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Lactancia Materna/economía , Dieta/economía , Recién Nacido de muy Bajo Peso , Leche Humana , Canadá , Femenino , Hospitales , Humanos , Lactante , Fenómenos Fisiológicos Nutricionales del Lactante , Recién Nacido , Recien Nacido PrematuroRESUMEN
OBJECTIVES: Measuring pain in infants is important but challenging, as there is no "gold standard." The measurement of skin conductance (SC) is considered to be a measure of stress and as a surrogate indicator of pain. The objectives of this study were to identify the extent of research conducted and to synthesize the validity evidence of SC for assessing acute pain in infants. METHODS: The Arksey and O'Malley framework for scoping reviews was followed, and 9 electronic databases were searched. Data were analyzed thematically and presented descriptively including the following main categories: study information/details, sampling information, characteristics of participants and settings, SC outcome measures, and validity evidence. RESULTS: Twenty-eight studies with 1061 infants were included, including 23 cross-sectional observation studies and 5 interventional studies. The most studied infants were those with mild severity of illness (n=13) or healthy infants (n=12). The validity evidence of SC was tested in relation to referent pain measures (13 variables), stimuli (13 variables), age (2 variables), and other contextual variables (11 variables). SC was not significantly correlated with vital signs, except for heart rate in 2 of the 8 studies. SC was significantly correlated with the unidimensional behavioral pain assessment scales and crying time rather than with multidimensional measurements. Fourteen of 15 studies (93.3%) showed that SC increased significantly during painful procedures. CONCLUSIONS: Inconsistent findings on validity of SC exist. Future research should aim to identify the diagnostic test accuracy of SC compared with well-accepted referent pain measures in infants, study the validity evidence of SC in critically ill infants, and utilize rigorous research design and transparent reporting.
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Dolor Agudo/diagnóstico , Respuesta Galvánica de la Piel , Dimensión del Dolor/métodos , Dolor Agudo/fisiopatología , Humanos , Lactante , Recién NacidoRESUMEN
BACKGROUND: As part of a larger study examining the effectiveness of the Maternal Newborn Dashboard, an electronic audit and feedback system to improve maternal-newborn care practices and outcomes, the purpose of this study was to increase our understanding of factors explaining variability in performance after implementation of the Dashboard in Ontario, Canada. METHODS: A collective case study. A maximum variation sampling approach was used to invite hospitals reflecting different criteria to participate in a 1-day to 2-day site visit by the research team. The visits included: (1) semistructured interviews and focus groups with healthcare providers, leaders and personnel involved in clinical change processes; (2) observations and document review. Interviews and focus groups were audio-recorded and transcribed verbatim. Qualitative content analysis was used to code and categorise the data. RESULTS: Between June and November 2016, we visited 14 maternal-newborn hospitals. Hospitals were grouped into four quadrants based on their key indicator performance and level of engagement with the Dashboard. Findings revealed four overarching themes that contribute to the varying success of sites in achieving practice change on the Dashboard key performance indicators, namely, interdisciplinary collaboration and accountability, application of formal change strategies, team trust and use of evidence and data, as well as alignment with organisational priorities and support. CONCLUSION: The diversity of facilitators and barriers across the 14 hospitals highlights the need to go beyond a 'one size fits all' approach when implementing audit and feedback systems. Future work to identify tools to assess barriers to practice change and to evaluate the effects of cointerventions to optimise audit and feedback systems for clinical practice change is needed.