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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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Greene HM, Maguire-Jack K, Malthaner L, Truelove A, Leonard JC. The relationship between emergency medical services use and social service needs in a pediatric emergency department population. CHILD ABUSE & NEGLECT 2022; 125:105482. [PMID: 35030391 DOI: 10.1016/j.chiabu.2022.105482] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 12/28/2021] [Accepted: 01/02/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND Emergency Medical Services (EMS) use for children is correlated with areas of resource deprivation as well as child maltreatment. Households using EMS may have more social needs and be willing to accept services. OBJECTIVE To compare social service needs and willingness to accept services in families arriving to a pediatric emergency department (ED) via EMS vs non-EMS, before and during COVID-19. PARTICIPANTS AND SETTING Caregivers of children 0-5 years old in a quaternary pediatric ED, with a 1:1 ratio of EMS vs non-EMS arrivals. METHODS Participants completed a survey of demographics, social service needs, and willingness to accept services, before and during COVID-19. RESULTS Of 220 participants, 84 were enrolled before COVID-19. The EMS group reported less full-time employment (34.6% vs 51.8%, p < 0.05) and more social service needs (2.47 vs 1.76 needs, p < 0.05). Mean score for willingness to accept a service provider in the home was 3.62 for EMS and 3.19 for non-EMS (p = 0.09). Mean score for accepting a phone referral was 3.84 for EMS and 3.40 for non-EMS (p = 0.07). COVID-19 impacted needs for both groups (20.9% EMS vs 30.3% non-EMS). For all subjects presenting to the ED, COVID-19 was associated with decreased food insecurity (28.6% vs 15.4%) and children with a chronic medical condition (31.0% vs 12.5%). CONCLUSIONS The EMS group had more social service needs. There was no difference in social services acceptance. COVID-19 affected both groups' needs. Future interventions may use EMS systems to mitigate social service needs which may be risk factors for child abuse.
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Affiliation(s)
- H Michelle Greene
- Division of Emergency Medicine, Department of Pediatrics, The Ohio State University College of Medicine, and Nationwide Children's Hospital, Columbus, OH, United States of America; Division of Child Abuse Pediatrics, Department of Pediatrics, The Ohio State University College of Medicine, and Nationwide Children's Hospital, Columbus, OH, United States of America
| | - Kathryn Maguire-Jack
- School of Social Work, University of Michigan, Ann Arbor, MI, United States of America
| | - Lauren Malthaner
- Division of Epidemiology, Human Genetics and Environmental Services, University of Texas Health Science Center at Houston, Houston, TX, United States of America
| | - Annie Truelove
- Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, United States of America
| | - Julie C Leonard
- Division of Emergency Medicine, Department of Pediatrics, The Ohio State University College of Medicine, and Nationwide Children's Hospital, Columbus, OH, United States of America; Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, United States of America.
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Wang LY, Wu CY, Chang YH, Lu TH. Health care utilization pattern prior to maltreatment among children under five years of age in Taiwan. CHILD ABUSE & NEGLECT 2019; 98:104202. [PMID: 31606006 DOI: 10.1016/j.chiabu.2019.104202] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Revised: 08/02/2019] [Accepted: 09/19/2019] [Indexed: 06/10/2023]
Abstract
BACKGROUND Several studies have hypothesized that the pattern of health care utilization among maltreated children differ from others without the experience. However, the conclusions have not been consistent. OBJECTIVE The study aims to examine whether the pattern of health care utilization among children 0-5 years old with maltreatment different from their counterparts without maltreatment in Taiwan. SUBJECTS AND SETTING All children born in 2007 in Taiwan. METHOD This is a population-based and case-controlled study. Cases are children under five years of ago with maltreatment-related diagnosis in the claims data of the National Health Insurance in Taiwan during the 2007-2013 period. For each case, there were 10 birth date-matched controls. Exposure variables include the number of injury or non-injury-related outpatients, emergency department (ED) visits, and hospitalization. Multivariate models were employed, with adjustment for sex, urbanization level, and comorbidities of children. RESULTS Of children born in 2007, 382 had maltreatment-related diagnosis during the age of 0-5. The adjusted odds ratio (aOR) for having two or more ED visits with or without injury-related diagnosis is 3.52 (95% CI 1.75-7.07) and 2.0-0 (95% CI 1.47-2.72), respectively. Children with maltreatment also had significantly higher number of hospitalization without injury-related diagnosis and aOR for those having two more hospitalizations stands at 2.47 (95% CI 1.59-3.83). CONCLUSIONS Children with maltreatment when 0-5 years old had higher number of ED visits with injury-related diagnosis, as well as hospitalization without injury-related diagnosis. Recognition of the health care utilization is conducive to early identification of children with risk for maltreatment.
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Affiliation(s)
- Liang-Yi Wang
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Chih-Ying Wu
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Yi-Hsin Chang
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Tsung-Hsueh Lu
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
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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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Bäckström B, Hedlund J, Masterman T, Sturup J. Injury-Related Healthcare Use and Risk of Filicide Victimization: A Population-Based Case-Control Study. J Forensic Sci 2018; 64:166-170. [PMID: 30184269 DOI: 10.1111/1556-4029.13908] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Revised: 08/22/2018] [Accepted: 08/23/2018] [Indexed: 11/29/2022]
Abstract
Research on child-related risk factors for filicide is scant. We investigated whether prior healthcare use for injury (including poisoning) influences filicide risk. Victims (0-14 years; n = 71) were identified in a national autopsy database for the years 1994-2012 and compared to matched, general population controls (n = 355). Healthcare use data were retrieved from a national patient registry. Risks were estimated using odds ratios (ORs) and 95% confidence intervals (CIs). For females, prior inpatient care for injury conferred a statistically significant sevenfold risk (OR = 6.67 [95% CI: 1.49-29.79]), and any prior injury-related healthcare use conferred a statistically significant fourfold risk (OR = 3.57 [95% CI: 1.13-11.25]), of filicide victimization. No statistically significant risks were found for males. Healthcare personnel should be aware that children treated for injuries, especially females, may be at an elevated risk of filicide victimization. Nevertheless, the filicide base rate remains low, and parents may be stigmatized by unfounded alerts; thus, prudent reflection should precede reports to the authorities.
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Affiliation(s)
- Björn Bäckström
- Department of Community Medicine and Rehabilitation/Forensic Medicine, Umeå University, PO Box 7616, SE-907 12, Umeå, Sweden.,Department of Forensic Medicine, National Board of Forensic Medicine, PO Box 7616, SE-907 12, Umeå, Sweden
| | - Jonatan Hedlund
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Norra Stationsgatan 69, 113 64, Stockholm, Sweden.,Department of Forensic Psychiatry, National Board of Forensic Medicine, PO Box 4044, SE-141 04, Huddinge, Sweden
| | - Thomas Masterman
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Norra Stationsgatan 69, 113 64, Stockholm, Sweden.,Department of Forensic Psychiatry, National Board of Forensic Medicine, PO Box 4044, SE-141 04, Huddinge, Sweden
| | - Joakim Sturup
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Norra Stationsgatan 69, 113 64, Stockholm, Sweden.,Department of Forensic Psychiatry, National Board of Forensic Medicine, PO Box 4044, SE-141 04, Huddinge, Sweden.,Swedish Police Authority, Stockholm Region, SE-106 75, Stockholm, Sweden
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Terranova C, Zen M, Maguolo N, Cirillo T, Montisci M. Underage victims and perpetrators of murder in Italy: 2007-2015. J Forensic Leg Med 2018; 59:39-44. [PMID: 30130701 DOI: 10.1016/j.jflm.2018.08.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2018] [Revised: 05/07/2018] [Accepted: 08/13/2018] [Indexed: 02/04/2023]
Abstract
From the epidemiological and criminological points of view, murders committed by minors, including both victims and perpetrators, differ from those observed in adults. Analysis of trends and characteristics of murders at national level could provide useful information to assess the phenomenon and address political and social choices aiming at preventing violence involving children and adolescents. This study focuses on the trends of murders in Italy during the period 2007-2015 and compares the data with those for other age groups. Data on murders regarding trends, gender, age and ethnic group from the Italian Institute of Statistics were analysed by chi-square with odds ratio and linear regression. Results show that, after standardization, murders involving minors as victims and perpetrators were less frequent with respect to data observed in all age groups. Trend analysis showed that murders involving minors remained stable in the period considered, but the stability of the rate of murders of minors was in contrast with reduced rates in other age groups. Among minors, males aged 14-17 are at higher risk of being the perpetrators and victims of homicide. The rate of perpetrators and victims among foreign-born minors was higher than that among the native-born. Further studies are needed to determine risk factors associated with these results and to propose preventive strategies through appropriate policies and interventions.
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Affiliation(s)
- Claudio Terranova
- Legal Medicine and Toxicology, Department of Legal and Work Medicine, Toxicology and Public Health, University Hospital of Padova, Via G. Falloppio n.50, Padova, 35121, Italy.
| | - Margherita Zen
- Division of Rheumatology, Department of Medicine, University of Padova, Via Giustiniani n.2, Padova, 35128, Italy
| | - Nicola Maguolo
- Legal Medicine and Toxicology, Department of Legal and Work Medicine, Toxicology and Public Health, University Hospital of Padova, Via G. Falloppio n.50, Padova, 35121, Italy
| | - Tommaso Cirillo
- Legal Medicine and Toxicology, Department of Legal and Work Medicine, Toxicology and Public Health, University Hospital of Padova, Via G. Falloppio n.50, Padova, 35121, Italy
| | - Massimo Montisci
- Legal Medicine and Toxicology, Department of Legal and Work Medicine, Toxicology and Public Health, University Hospital of Padova, Via G. Falloppio n.50, Padova, 35121, Italy
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