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Bressler CJ, Malthaner L, Pondel N, Letson MM, Kline D, Leonard JC. Identifying Children at Risk for Maltreatment Using Emergency Medical Services' Data: An Exploratory Study. CHILD MALTREATMENT 2024; 29:37-46. [PMID: 36205182 DOI: 10.1177/10775595221127925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
The objective of this study was to use natural language processing to query Emergency Medical Services (EMS) electronic health records (EHRs) to identify variables associated with child maltreatment. We hypothesized the variables identified would show an association between the Emergency Medical Services encounter and risk of a children maltreatment report. This study is a retrospective cohort study of children with an EMS encounter from 1/1/11-12/31/18. NLP of EMS EHRs was conducted to generate single words, bigrams and trigrams. Clinically plausible risk factors for child maltreatment were established, where presence of the word(s) indicated presence of the hypothesized risk factor. The EMS encounters were probabilistically linked to child maltreatment reports. Univariable associations were assessed, and a multivariable logistic regression was conducted to determine a final set of predictors. 11 variables showed an association in the multivariable modeling. Sexual, abuse, chronic condition, developmental delay, unconscious on arrival, criminal activity/police, ingestion/inhalation/exposure, and <2 years old showed positive associations with child maltreatment reports. Refusal and DOA/PEA/asystole held negative associations. This study demonstrated that through EMS EHRs, risk factors for child maltreatment can be identified. A future direction of this work include developing a tool that screens EMS EHRs for households at risk for maltreatment.
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Affiliation(s)
- Colleen J Bressler
- Division of Child and Family Advocacy, Nationwide Children's Hospital, Columbus, OH, USA
- Nationwide Children's Hospital Section of Emergency Medicine, Columbus, OH, USA
| | - Lauren Malthaner
- Nationwide Children's Hospital Center for Injury Research and Policy at the Research Institute, Columbus, OH, USA
| | - Nicholas Pondel
- College of Public Health, The Ohio State University, Columbus, OH, USA
| | - Megan M Letson
- Division of Child and Family Advocacy, Nationwide Children's Hospital, Columbus, OH, USA
- Department of Pediatrics, The Ohio State University College of Medicine
| | - David Kline
- Department of Biomedical Informatics, Center for Biostatistics, The Ohio State University College of Medicine
| | - Julie C Leonard
- Nationwide Children's Hospital Section of Emergency Medicine, Columbus, OH, USA
- Nationwide Children's Hospital Center for Injury Research and Policy at the Research Institute, Columbus, OH, USA
- Department of Pediatrics, The Ohio State University College of Medicine
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Suppan L, Chan M, Gartner B, Regard S, Campana M, Chatellard G, Cottet P, Larribau R, Sarasin FP, Niquille M. Evaluation of a Prehospital Rotation by Senior Residents: A Web-Based Survey. Healthcare (Basel) 2020; 9:healthcare9010024. [PMID: 33383633 PMCID: PMC7824315 DOI: 10.3390/healthcare9010024] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Revised: 12/14/2020] [Accepted: 12/24/2020] [Indexed: 11/16/2022] Open
Abstract
The added value of prehospital emergency medicine is usually assessed by measuring patient-centered outcomes. Prehospital rotations might however also help senior residents acquire specific skills and knowledge. To assess the perceived added value of the prehospital rotation in comparison with other rotations, we analyzed web-based questionnaires sent between September 2011 and August 2020 to senior residents who had just completed a prehospital rotation. The primary outcome was the perceived benefit of the prehospital rotation in comparison with other rotations regarding technical and non-technical skills. Secondary outcomes included resident satisfaction regarding the prehospital rotation and regarding supervision. A pre-specified subgroup analysis was performed to search for differences according to the participants’ service of origin (anesthesiology, emergency medicine, or internal medicine). The completion rate was of 71.5% (113/158), and 91 surveys were analyzed. Most senior residents found the prehospital rotation either more beneficial or much more beneficial than other rotations regarding the acquisition of technical and non-technical skills. Anesthesiology residents reported less benefits than other residents regarding pharmacological knowledge acquisition and confidence as to their ability to manage emergency situations. Simulation studies should now be carried out to confirm these findings.
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Affiliation(s)
- Laurent Suppan
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
- Correspondence:
| | - Michèle Chan
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
| | - Birgit Gartner
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
| | - Simon Regard
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
| | - Mathieu Campana
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
- Division of Anaesthesiology, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland
| | - Ghislaine Chatellard
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
- Division of Anaesthesiology, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland
| | - Philippe Cottet
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
| | - Robert Larribau
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
| | - François Pierre Sarasin
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
| | - Marc Niquille
- Division of Emergency Medicine, Department of Anaesthesiology, Clinical Pharmacology, Intensive Care and Emergency Medicine, Faculty of Medicine University of Geneva, Geneva University Hospitals, CH-1211 Geneva, Switzerland; (M.C.); (B.G.); (S.R.); (M.C.); (G.C.); (P.C.); (R.L.); (F.P.S.); (M.N.)
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Bressler CJ, Letson MM, Kline D, McCarthy T, Davis J, Leonard JC. Characteristics of Neighborhoods Where Emergency Medical Services Encounter Children at Risk for Maltreatment. PREHOSP EMERG CARE 2019; 23:672-682. [PMID: 30703337 DOI: 10.1080/10903127.2019.1573940] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Objective: The objective of this study was to determine if neighborhood rates of pediatric Emergency Medical Services (EMS) encounters correlate with rates of child maltreatment reporting and if there are neighborhood-level risk factors for EMS encountering children with maltreatment reports. Methods: We conducted a retrospective cohort study using the electronic medical records of children ages <18 years who had Columbus Division of Fire EMS encounters between 2011 and 2015. We used Nationwide Children's Hospital electronic medical records to identify child maltreatment reports. The EMS scene addresses and home addresses associated with maltreatment reports were geocoded independently and rates for each Census tract were calculated. The maltreatment reports were matched to the EMS encounters using name, gender, and date of birth. Rates of EMS encounters with children that had a maltreatment report were calculated for each Census tract. Census tract demographic information was obtained from the American Community Survey. Bayesian conditional autoregressive Poisson models were used to calculate rate ratios for census tract variables to determine their relationship to EMS encountering children with maltreatment reports. Results: A total of 44,002 EMS encounters and 4,298 maltreatment reports were included in the study. The Spearman correlation coefficient relating rates of EMS encounters to rates of maltreatment reports within census tracts was 0.72 (95% confidence interval, 0.65-0.77). Within the study period, a total of 1,134 EMS encounters were linked to 578 children with maltreatment reports. Poverty was the only independent risk factor for EMS encountering children with maltreatment reports. The multivariate analysis also identified protective factors, which included neighborhoods with higher proportions of residents who had bachelor's degrees, spoke a language other than English, and had the same residence the previous year. Conclusion: This study showed that in Franklin County, Ohio, neighborhoods with high EMS utilization had a strong positive correlation with areas that had high rates of child maltreatment reports. We also identified four neighborhood characteristics that were independently associated with EMS encountering children at risk for maltreatment (risk factor: poverty; protective factors: residents with college educations, non-English speaking households, and residents maintaining the same residence as the previous year).
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Jeruzal JN, Boland LL, Frazer MS, Kamrud JW, Myers RN, Lick CJ, Stevens AC. Emergency Medical Services Provider Perspectives on Pediatric Calls: A Qualitative Study. PREHOSP EMERG CARE 2019; 23:501-509. [PMID: 30482077 DOI: 10.1080/10903127.2018.1551450] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Objective: Previous research indicates that 9-1-1 response to incidents involving children is particularly distressing for emergency medical services (EMS) clinicians. This qualitative study was conducted to increase understanding about the difficulties of responding to pediatric calls and to obtain information about how organizations can better support EMS providers in managing potentially difficult calls. Methods: Paramedics and emergency medical technicians from a single U.S. ambulance service were invited to participate in focus groups about responding to 9-1-1 calls involving pediatric patients. A total of 17 providers from both rural and metro service regions participated in six focus groups held in community meeting spaces. A semi-structured focus group guide was used to explore (1) elements that make pediatric calls difficult, (2) pre-arrival preparation practices, (3) experiences with coping after difficult pediatric calls, and (4) perspectives about offered and desired resources or support. Focus groups were audio recorded and transcripts were analyzed using standard coding, memoing, and content analysis methods in qualitative analysis software (NVivo). Results: Responses about elements that make pediatric calls difficult were organized into the following themes: (1) special social value of children, (2) clinical difficulties with pediatric patients, (3) added acuity to already challenging calls, (4) caregivers as secondary patient, and (5) identifying with patient or patient's family. Pre-arrival preparation methods included mental or verbal review of hypothetical scenarios and refocusing nerves or emotions back to the technical aspect of the job. Participants described using available resources that largely took the form of social support. Suggestions for additional resources included: increased opportunities for external feedback; more frequent pediatric clinical training; institutionalization of recovery time after difficult calls; and improved storage and labeling of pediatric equipment. Conclusions: This study provides qualitative data about the difficulties of responding to pediatric calls and resources needed to support clinicians. Findings from this study can be used to guide EMS leaders in designing and implementing institutional initiatives to enhance training and support for prehospital clinicians providing care to children.
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