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1.
Acad Pediatr ; 23(2): 336-342, 2023 03.
Article in English | MEDLINE | ID: mdl-35768033

ABSTRACT

BACKGROUND AND OBJECTIVES: Previous studies have demonstrated associations between patient experience scores and physician's demographic characteristics such as gender and race. There is a paucity of data, however, on the effect of broader pediatrician characteristics on caregivers' experience of their children's care. This study assessed pediatric caregiver experience of care ratings within a children's hospital and examined the effects of pediatricians' interpersonal and personality traits on caregiver experience ratings. METHODS: This cross-sectional study included caregivers of children under 18 years old (n = 26,703) and physicians within children's hospital system (n = 65). Caregivers of children who received care from 2017 to 2019 provided their rating (0-10) of care experience via the standardized National Research Corporation Health Survey. Top box provider ratings were used for analyses. Physician's interpersonal and personality data were collected. Multilevel logistic regression analyses were used to examine the effects of physician interpersonal characteristics (empathy, compassion) and personality (perfectionism, Big Five personality traits [openness, conscientiousness, extraversion, agreeableness, neuroticism]) on experience of care rating. RESULTS: The odds of caregivers of Spanish-speaking children to provide a high physician rating were 75% higher than the odds for non-Spanish-speaking patients. At the physician level, lower agreeableness (odds ratio [OR] = 0.63, P = .002), and lower narcissistic perfectionism (OR = 0.98, P = .016) were associated with an increased likelihood of a high care experience rating. The odds of nonemergency medicine pediatricians receiving high ratings were approximately 4.17 times higher than that of EM pediatricians. CONCLUSIONS: Current results may inform future interventions that address pediatrician personality characteristics associated with caregivers of children experience outcomes.


Subject(s)
Pediatricians , Personality , Humans , Child , Adolescent , Cross-Sectional Studies , Neuroticism , Patient Outcome Assessment
3.
Sci Rep ; 11(1): 8578, 2021 04 21.
Article in English | MEDLINE | ID: mdl-33883572

ABSTRACT

This study was designed to develop and validate an early warning system for sepsis based on a predictive model of critical decompensation. Data from the electronic medical records for 537,837 visits to a pediatric Emergency Department (ED) from March 2013 to December 2019 were collected. A multiclass stochastic gradient boosting model was built to identify early warning signs associated with death, severe sepsis, non-severe sepsis, and bacteremia. Model features included triage vital signs, previous diagnoses, medications, and healthcare utilizations within 6 months of the index ED visit. There were 483 patients who had severe sepsis and/or died, 1102 had non-severe sepsis, 1103 had positive bacteremia tests, and the remaining had none of the events. The most important predictors were age, heart rate, length of stay of previous hospitalizations, temperature, systolic blood pressure, and prior sepsis. The one-versus-all area under the receiver operator characteristic curve (AUROC) were 0.979 (0.967, 0.991), 0.990 (0.985, 0.995), 0.976 (0.972, 0.981), and 0.968 (0.962, 0.974) for death, severe sepsis, non-severe sepsis, and bacteremia without sepsis respectively. The multi-class macro average AUROC and area under the precision recall curve were 0.977 and 0.316 respectively. The study findings were used to develop an automated early warning decision tool for sepsis. Implementation of this model in pediatric EDs will allow sepsis-related critical decompensation to be predicted accurately after a few seconds of triage.


Subject(s)
Early Warning Score , Emergency Service, Hospital , Heart Failure/diagnosis , Sepsis/diagnosis , Triage/methods , Age Factors , Child , Child, Preschool , Female , Heart Rate , Humans , Length of Stay/statistics & numerical data , Male , Reproducibility of Results , Risk Factors , Stochastic Processes , Vital Signs
4.
Pediatr Crit Care Med ; 13(1): 16-21, 2012 Jan.
Article in English | MEDLINE | ID: mdl-21478791

ABSTRACT

OBJECTIVE: To evaluate the relationship between duration of mechanical ventilation before the initiation of extracorporeal life support and the survival rate in children with respiratory failure. Extracorporeal life support has been used as a rescue therapy for >30 yrs in children with severe respiratory failure. Previous studies suggest patients who received >7-10 days of mechanical ventilation were not acceptable extracorporeal life support candidates as a result of irreversible lung damage. DESIGN: A retrospective review encompassing the past 10 yrs of the International Extracorporeal Life Support Organization Registry (January 1, 1999, to December 31, 2008). SETTING: Extracorporeal Life Support Organization Registry database. PATIENTS: A total of 1325 children (≥ 30 days and ≤ 18 yrs) met inclusion criteria. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: The following pre-extracorporeal life support variables were identified as independently and significantly related to the chance of survival: 1) >14 days of ventilation vs. 0-7 days was adverse (odds ratio, 0.32; p < .001); 2) the presence of a cardiac arrest was adverse (odds ratio, 0.56; p = .001); 3) pH per 0.1-unit increase was protective (odds ratio, 1.15; p < .001); 4) oxygenation index, per 10-unit increase was adverse (odds ratio, 0.95; p = .002); and 5) any diagnosis other than sepsis was related to a more favorable outcome. Patients requiring >7-10 or >10-14 days of pre-extracorporeal life support ventilation did not have a statistically significant decrease in survival as compared with patients who received 0-7 days. CONCLUSIONS: There was a clear relationship between the number of mechanical ventilation days before the initiation of extracorporeal life support and survival. However; there was no statistically significant decrease in survival until >14 days of pre-extracorporeal life support ventilation was reached regardless of underlying diagnosis. We found no evidence to suggest that prolonged mechanical ventilation should be considered as a contraindication to extracorporeal life support in children with respiratory failure before 14 days.


Subject(s)
Cause of Death , Extracorporeal Membrane Oxygenation/methods , Registries , Respiration, Artificial/methods , Respiratory Insufficiency/mortality , Respiratory Insufficiency/therapy , Child , Child, Preschool , Critical Illness/mortality , Critical Illness/therapy , Databases, Factual , Disease Progression , Extracorporeal Membrane Oxygenation/mortality , Female , Hospital Mortality/trends , Humans , Infant , Intensive Care Units , Logistic Models , Male , Respiration, Artificial/adverse effects , Respiratory Insufficiency/diagnosis , Risk Assessment , Survival Analysis , Time Factors
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