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1.
Prehosp Emerg Care ; : 1-12, 2024 May 21.
Article in English | MEDLINE | ID: mdl-38713633

ABSTRACT

INTRODUCTION: Asthma exacerbations are a common cause of pediatric Emergency Medical Services (EMS) encounters. Accordingly, prehospital management of pediatric asthma exacerbations has been designated an EMS research priority. However, accurate identification of pediatric asthma exacerbations from the prehospital record is nuanced and difficult due to the heterogeneity of asthma symptoms, especially in children. Therefore, this study's objective was to develop a prehospital-specific pediatric asthma computable phenotype (CP) that could accurately identify prehospital encounters for pediatric asthma exacerbations. METHODS: This is a retrospective observational study of patient encounters for ages 2-18 years from the ESO Data Collaborative between 2018 and 2021. We modified two existing rule-based pediatric asthma CPs and created three new CPs (one rule-based and two machine learning-based). Two pediatric emergency medicine physicians independently reviewed encounters to assign labels of asthma exacerbation or not. Taking that labeled encounter data, a 50/50 train/test split was used to create training and test sets from the labeled data. A 90/10 split was used to create a small validation set from the training set. We used specificity, sensitivity, positive predictive value (PPV), negative predictive value (NPV) and macro F1 to compare performance across all CP models. RESULTS: After applying the inclusion and exclusion criteria, 24,283 patient encounters remained. The machine-learning models exhibited the best performance for the identification of pediatric asthma exacerbations. A multi-layer perceptron-based model had the best performance in all metrics, with an F1 score of 0.95, specificity of 1.00, sensitivity of 0.91, negative predictive value of 0.98, and positive predictive value of 1.00. CONCLUSION: We modified existing and developed new pediatric asthma CPs to retrospectively identify prehospital pediatric asthma exacerbation encounters. We found that machine learning-based models greatly outperformed rule-based models. Given the high performance of the machine-learning models, the development and application of machine learning-based CPs for other conditions and diseases could help accelerate EMS research and ultimately enhance clinical care by accurately identifying patients with conditions of interest.

2.
Clin Transl Sci ; 16(11): 2331-2344, 2023 11.
Article in English | MEDLINE | ID: mdl-37705211

ABSTRACT

Given the high prevalence of pain in older adults and current trends in opioid prescribing, inclusion of genetic information in risk prediction tools may improve opioid risk assessment. Our objectives were to (1) determine the feasibility of recruiting socioeconomically disadvantaged and racially diverse middle aged and older adult populations for a study seeking to identify risk factors for opioid-related falls and other serious adverse effects and (2) explore potential associations between the Risk Index for Overdose or Serious Opioid-induced Respiratory Depression (CIP-RIOSORD) risk class and other patient factors with falls and serious opioid adverse effects. This was an observational study of 44 participants discharged home from the emergency department with an opioid prescription for acute pain and followed for 30 days. We found pain interference may predict opioid-related falls or serious adverse effects within older, opioid-treated patients. If validated, pain interference may prove to be a beneficial marker for risk stratification of older adults initiated on opioids for acute pain.


Subject(s)
Acute Pain , Analgesics, Opioid , Middle Aged , Humans , Aged , Analgesics, Opioid/adverse effects , Pilot Projects , Acute Pain/drug therapy , Pharmacogenetics , Practice Patterns, Physicians' , Risk Factors
3.
Prehosp Emerg Care ; 27(7): 946-954, 2023.
Article in English | MEDLINE | ID: mdl-36149372

ABSTRACT

Introduction: Prehospital evidence-based guidelines (EBGs) are developed to optimize clinical outcomes for emergency medical services (EMS) patients. However, widespread implementation of EBGs is often inconsistent. Therefore, this study aimed to assess the baseline knowledge and practices of EMS leaders related to EBG implementation.Methods: This was a qualitative study using focus groups to assess prehospital implementation awareness and knowledge. Participants were EMS EBG authors, EMS medical directors, and EMS professional organization leaders. Focus groups were held via video conference, audio recorded, and transcribed. Thematic coding used domains and constructs of the Consolidated Framework for Implementation Research (CFIR).Results: Six focus groups were conducted with a total of 18 participants. A total of 1,044 codes were analyzed. "Process" was the CFIR domain with the most codes (n = 350, 33.5%), followed by the "inner setting" (the EMS agency; n = 250, 23.9%), "characteristics of the intervention" (n = 203, 19.4%), "outer setting" (the health care system and community the EMS agency serves, and the broader national EMS professional context; n = 141, 13.5%), and "characteristics of individuals" (n = 100, 9.6%). The ten most frequent constructs across all domains were: reflecting and evaluating, executing, cosmopolitanism, planning, external policy and incentives, design quality and packaging, learning climate, culture, complexity, and other personal attributes.Conclusion: EMS leadership and stakeholder views on EBG implementation identified dominant themes related to the process of implementation and the culture and learning/implementation climate of EMS agencies. Opinions were mixed on the utility of the CFIR as a potential guide for EMS implementation. Further work is required to gain the frontline EMS clinician perspective on implementation and tie key themes to quantitative prehospital implementation outcomes.


Subject(s)
Emergency Medical Services , Humans , Leadership , Delivery of Health Care , Qualitative Research , Focus Groups
4.
J Adolesc Young Adult Oncol ; 12(3): 303-313, 2023 Jun.
Article in English | MEDLINE | ID: mdl-35900287

ABSTRACT

Purpose: Although participation of adolescents and young adults (AYAs) in cancer clinical trials (CCTs, i.e., cancer-directed treatment studies) is low, their decision-making perspectives are not well understood, especially following recent diagnosis. Methods: Semistructured interviews with younger AYAs (15-21 years old) eligible for a CCT were to be held within 60 days of beginning treatment at Children's Hospital Los Angeles, an academic pediatric hospital. Using grounded theory methods, key themes regarding CCT participation, barriers, and facilitators were identified from interview transcripts. Thematic saturation was confirmed. Results: Of nine participants, three were <18 years old, four Hispanic, six male, six diagnosed with leukemia, eight enrolled in a CCT, and eight also enrolled in ancillary studies. Four overarching themes emerged: (1) Initial Consent encompassed the first discussion of CCT with patients reflecting positive and negative effects of timing, decisional role, and the emotional impact following cancer diagnosis; (2) Informing Participation involved decision-making processes, specific knowledge, comprehension, and external influences; (3) Participant Relationships emphasized the importance of communication and relationships with providers and parents; and (4) Patient Determinants centered on motives from different perspectives, pre-conceived attitudes, and understanding of CCTs. Conclusion: Recommendations for improving CCT participation among younger AYAs include separating the diagnosis/treatment and CCT discussions, assigning AYAs a meaningful decisional role, having ongoing provider conversations, designing trials to minimize burden, and developing age-appropriate decision aids.


Subject(s)
Leukemia , Neoplasms , Adolescent , Adult , Child , Humans , Male , Young Adult , Communication , Hospitals, Pediatric , Neoplasms/therapy , Neoplasms/psychology , Qualitative Research , Clinical Trials as Topic , Patient Participation
5.
Prehosp Emerg Care ; 27(7): 886-892, 2023.
Article in English | MEDLINE | ID: mdl-36125194

ABSTRACT

Introduction: Respiratory distress accounts for approximately 14% of all pediatric emergency medical services (EMS) encounters, with asthma being the most common diagnosis. In the emergency department (ED), early administration of systemic corticosteroids decreases hospital admission and speeds resolution of symptoms. For children treated by EMS, there is an opportunity for earlier corticosteroid administration. Most EMS agencies carry intravenous (IV) corticosteroids; yet given the challenges and low rates of EMS pediatric IV placement, oral corticosteroids (OCS) are a logical alternative. However, previous single-agency studies showed low adoption of OCS. Therefore, qualitative study of OCS implementation by EMS is warranted.Methods: This study's objective was to explore uptake and implementation of OCS for pediatric asthma treatment through semi-structured interviews and focus groups with EMS clinicians. We thematically coded and analyzed transcripts using the domains and constructs of the Consolidated Framework for Implementation Research (CFIR) to identify barriers and facilitators that most strongly influenced OCS implementation and adoption by EMS clinicians.Results: We conducted five focus groups with a total of ten EMS clinicians from four EMS systems: one urban region with multiple agencies that hosted two focus groups, one suburban agency, one rural agency, and a mixed rural/suburban agency. Of the 36 CFIR constructs, 31 were addressed in the interviews. Most constructs coded were in the CFIR domains of the inner setting and characteristics of individuals, indicating that EMS agency factors as well as EMS clinician characteristics were impactful for implementation. Barriers to OCS adoption included unfamiliarity and inexperience with pediatric patients and pediatric dosing, and lack of knowledge of the benefits of corticosteroids. Facilitators included friendly competition with colleagues, having a pediatric medical director, and feedback from receiving EDs on patient outcomes.Conclusion: This qualitative focus group study of OCS implementation by EMS clinicians for the treatment of pediatric asthma found many barriers and facilitators that mapped to the structure of EMS agencies and characteristics of individual EMS clinicians. To fully implement this evidence-based intervention for pediatric asthma, more education on the intervention is required, and EMS clinicians will benefit from further pediatric training.


Subject(s)
Asthma , Emergency Medical Services , Humans , Child , Asthma/drug therapy , Adrenal Cortex Hormones/therapeutic use , Qualitative Research , Focus Groups
6.
J Pain Res ; 15: 545-560, 2022.
Article in English | MEDLINE | ID: mdl-35228818

ABSTRACT

BACKGROUND: Socioeconomic deprivation is shown to be linked to chronic lower back pain. However, a comprehensive approach to identify key components contributing to pain outcomes using a biopsychosocial model incorporating social determinants of health is needed to develop and tailor successful strategies for mitigating chronic pain development and persistence. We aimed to develop and validate an instrument (the HELP survey) to assess themes characterized by a combination of social determinants of health and the biopsychosocial model in an underserved population. The HELP survey was developed as part of an observational study determining the influence of health disparities on chronic pain interference, The Neighborhood of Pain: Health Disparity Influence on Level of Chronic Pain Interference study (HELP). METHODS: A multidisciplinary group of experts developed the 40-item, 5-domain HELP survey to address Pain Catastrophizing, Pain Motivation, Social Support, Health Care Access, and Physical Environment. After IRB approval, recruitment occurred at an academic pain clinic and emergency department. Survey validation included principal factor analysis, factor loadings of 0.40 or greater, and Cronbach's alpha of 0.70 or greater. RESULTS: Initial pilot testing occurred in 48 participants, followed by question revision and retesting in 57 patients. The average age was 57 years old. The majority were female (61.9%), self-reported black (55.2%), and had a high school health literacy level of 60.9%. Nearly half of participants (52.4%) lived in a neighborhood of extreme socioeconomic disadvantage and for 43.4% highest educational attainment was high school. Pilot testing resulted in 5 domains with Cronbach's alphas: Pain Catastrophizing (0.82), Patient Motivation (0.80), Social Support (0.56), Health Care Access (0.75), and Physical Environment (0.81). CONCLUSION: Pilot study validation of the HELP survey demographic data indicated testing was performed in an underserved chronic pain population, and questions supported measurement of social determinants of health and the biopsychosocial model based on the five themes identified.

7.
Child Abuse Negl ; 122: 105324, 2021 12.
Article in English | MEDLINE | ID: mdl-34547715

ABSTRACT

BACKGROUND: Child maltreatment is an important public health problem with serious consequences. Even in the face of increased research and enhanced public awareness over the last decade, the rate of child fatalities due to reported child maltreatment has increased. OBJECTIVE: This study describes pediatric emergency medicine (PEM) physicians' knowledge, training, confidence, and barriers in recognition and reporting suspected child maltreatment. PARTICIPANTS AND SETTING: A nationally representative sample of PEM physician members of Pediatric Emergency Medicine Collaborative Research Committee (PEM CRC) participated. METHODS: A cross-sectional 36-item survey study of PEM physicians with content domains including provider knowledge, preparedness, confidence, and barriers to identifying and reporting child maltreatment was conducted and distributed. RESULTS: 113 of 486 members completed the survey. Confidence with recognizing and reporting child abuse (95%) was greater than in child neglect (88%). Knowledge in child maltreatment recognition and reporting was significantly correlated with confidence in reporting and recognition (p < 0.001). There was a significant relationship between knowledge and confidence for respondents from states with training in child maltreatment recognition and reporting requirement as a condition of licensure and re-licensure compared to states without the requirement (p < 0.01). Qualitative responses revealed insightful themes to improve child maltreatment training, recognition and reporting. CONCLUSION: Our national survey study demonstrates that PEM-trained physicians have high confidence and knowledge with the management of child maltreatment, and that inclusion of mandated child maltreatment training in residency/fellowship and mandated training for medical licensure in all states could improve child maltreatment recognition and reporting.


Subject(s)
Child Abuse , Pediatric Emergency Medicine , Physicians , Child , Child Abuse/prevention & control , Cross-Sectional Studies , Humans , Mandatory Reporting
9.
Contemp Clin Trials ; 97: 106141, 2020 10.
Article in English | MEDLINE | ID: mdl-32931918

ABSTRACT

BACKGROUND: Pediatric asthma exacerbations are a frequent reason for emergency care. Early administration of oral systemic corticosteroids (OCS) in the emergency department (ED) decreases hospitalization rates and ED length-of-stay (LOS). However, it is unknown whether even earlier OCS administration by emergency medical services (EMS) in the prehospital setting further improves outcomes. PURPOSE: To describe the background and methods of a type 1 hybrid effectiveness-implementation trial of EMS-administered OCS for pediatric asthma patients incorporating a stepped wedge design and the RE-AIM framework. METHODS: The study employs a non-randomized stepped wedge design where multiple EMS agencies adopt OCS as a treatment for pediatric asthma exacerbations at varying times. This design accommodates ethical considerations of studying pediatric subjects in the prehospital setting where informed consent is not feasible. We will compare hospitalization rates, ED LOS, and short-term healthcare costs between pediatric asthma patients who do and do not receive OCS from EMS. Using geographic information systems (GIS), we will measure how differences in outcomes scale with increasing EMS transport time. We will use the RE-AIM framework to guide a mixed methods analysis of barriers and enablers to EMS administration of OCS for pediatric asthma patients, including quantitative measures of adoption and uptake and qualitative EMS provider focus group data. CONCLUSION: This trial will determine if earlier EMS administration of OCS to pediatric asthma patients decreases hospitalizations, ED LOS, and short-term healthcare costs, and if those outcomes scale with longer EMS transport times. We will identify barriers and enablers to implementing EMS-administered OCS for pediatric asthma patients.


Subject(s)
Ambulances , Emergency Medical Services , Steroids , Child , Emergency Service, Hospital , Hospitalization , Humans , Steroids/therapeutic use
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