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1.
Artif Intell Med ; 151: 102847, 2024 May.
Article in English | MEDLINE | ID: mdl-38658131

ABSTRACT

Building clinical registries is an important step in clinical research and improvement of patient care quality. Natural Language Processing (NLP) methods have shown promising results in extracting valuable information from unstructured clinical notes. However, the structure and nature of clinical notes are very different from regular text that state-of-the-art NLP models are trained and tested on, and they have their own set of challenges. In this study, we propose Sentence Extractor with Keywords (SE-K), an efficient and interpretable classification approach for extracting information from clinical notes and show that it outperforms more computationally expensive methods in text classification. Following the Institutional Review Board (IRB) approval, we used SE-K and two embedding based NLP approaches (Sentence Extractor with Embeddings (SE-E) and Bidirectional Encoder Representations from Transformers (BERT)) to develop comprehensive registry of anterior cruciate ligament surgeries from 20 years of unstructured clinical data at a multi-site tertiary-care regional children's hospital. The low-resource approach (SE-K) had better performance (average AUROC of 0.94 ± 0.04) than the embedding-based approaches (SE-E: 0.93 ± 0.04 and BERT: 0.87 ± 0.09) for out of sample validation, in addition to minimum performance drop between test and out-of-sample validation. Moreover, the SE-K approach was at least six times faster (on CPU) than SE-E (on CPU) and BERT (on GPU) and provides interpretability. Our proposed approach, SE-K, can be effectively used to extract relevant variables from clinic notes to build large-scale registries, with consistently better performance compared to the more resource-intensive approaches (e.g., BERT). Such approaches can facilitate information extraction from unstructured notes for registry building, quality improvement and adverse event monitoring.


Subject(s)
Natural Language Processing , Registries , Humans , Electronic Health Records , Data Mining/methods
3.
J Patient Saf ; 20(2): 119-124, 2024 Mar 01.
Article in English | MEDLINE | ID: mdl-38147064

ABSTRACT

OBJECTIVE: This study assessed the feasibility of nursing handoff notes to identify underreported hospital-acquired pressure injury (HAPI) events. METHODS: We have established a natural language processing-assisted manual review process and workflow for data extraction from a corpus of nursing notes across all medical inpatient and intensive care units in a tertiary care pediatric center. This system is trained by 2 domain experts. Our workflow started with keywords around HAPI and treatments, then regular expressions, distributive semantics, and finally a document classifier. We generated 3 models: a tri-gram classifier, binary logistic regression model using the regular expressions as predictors, and a random forest model using both models together. Our final output presented to the event screener was generated using a random forest model validated using derivation and validation sets. RESULTS: Our initial corpus involved 70,981 notes during a 1-year period from 5484 unique admissions for 4220 patients. Our interrater human reviewer agreement on identifying HAPI was high ( κ = 0.67; 95% confidence interval [CI], 0.58-0.75). Our random forest model had 95% sensitivity (95% CI, 90.6%-99.3%), 71.2% specificity (95% CI, 65.1%-77.2%), and 78.7% accuracy (95% CI, 74.1%-83.2%). A total of 264 notes from 148 unique admissions (2.7% of all admissions) were identified describing likely HAPI. Sixty-one described new injuries, and 64 describe known yet possibly evolving injuries. Relative to the total patient population during our study period, HAPI incidence was 11.9 per 1000 discharges, and incidence rate was 1.2 per 1000 bed-days. CONCLUSIONS: Natural language processing-based surveillance is proven to be feasible and high yield using nursing handoff notes.


Subject(s)
Natural Language Processing , Pressure Ulcer , Humans , Child , Pressure Ulcer/diagnosis , Pressure Ulcer/epidemiology , Inpatients , Hospitalization , Intensive Care Units
4.
Epilepsia ; 64(12): 3227-3237, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37804085

ABSTRACT

OBJECTIVE: Pediatric status epilepticus is one of the most frequent pediatric emergencies, with high mortality and morbidity. Utilizing electronic health records (EHRs) permits analysis of care approaches and disease outcomes at a lower cost than prospective research. However, reviewing EHR manually is time intensive. We aimed to compare refractory status epilepticus (rSE) cases identified by human EHR review with a natural language processing (NLP)-assisted rSE screen followed by a manual review. METHODS: We used the NLP screening tool Document Review Tool (DrT) to generate regular expressions, trained a bag-of-words NLP classifier on EHRs from 2017 to 2019, and then tested our algorithm on data from February to December 2012. We compared results from manual review to NLP-assisted search followed by manual review. RESULTS: Our algorithm identified 1528 notes in the test set. After removing notes pertaining to the same event by DrT, the user reviewed a total number of 400 notes to find patients with rSE. Within these 400 notes, we identified 31 rSE cases, including 12 new cases not found in manual review, and 19 of the 20 previously identified cases. The NLP-assisted model found 31 of 32 cases, with a sensitivity of 96.88% (95% CI = 82%-99.84%), whereas manual review identified 20 of 32 cases, with a sensitivity of 62.5% (95% CI = 43.75%-78.34%). SIGNIFICANCE: DrT provided a highly sensitive model compared to human review and an increase in patient identification through EHRs. The use of DrT is a suitable application of NLP for identifying patients with a history of recent rSE, which ultimately contributes to the implementation of monitoring techniques and treatments in near real time.


Subject(s)
Natural Language Processing , Status Epilepticus , Humans , Child , Prospective Studies , Electronic Health Records , Algorithms , Status Epilepticus/diagnosis
5.
Pediatrics ; 151(5)2023 05 01.
Article in English | MEDLINE | ID: mdl-37013707

ABSTRACT

BACKGROUND AND OBJECTIVES: Blood cultures (BCxs) are often obtained in the initial evaluation of children with fever and acute lower extremity pain; however, their yield in this population is unknown. We aim to describe the prevalence of bacteremia among children presenting to the emergency department (ED) with fever and acute lower extremity pain and identify predictors of bacteremia. METHODS: Cross-sectional review of children aged 1 to 18 years presenting to the ED with fever and acute lower extremity pain between 2010 and 2020. We excluded patients with trauma within the previous 24 hours, orthopedic comorbidity, immunocompromised status, or antibiotic pretreatment. We identified our cohort using a Natural Language Processing-assisted model with manual review and abstracted clinical data. Our primary outcome was a BCx positive for a pathogen. RESULTS: We screened 478 979 ED notes and identified 689 patients who met inclusion criteria. Median age was 5.3 years (interquartile range 2.7-8.8); 39.5% were female. BCxs were obtained from 75.9% (523/689) of patients, of which 510 were available for review. BCxs were positive in 70/510 (13.7%; 95% CI, confidence interval [CI], 10.9-17.0) of children and in 70/689 (10.2%; 95% CI, 8.0-12.7%) of the entire cohort. The most common pathogens were methicillin-susceptible Staphylococcus aureus (71.6%) and methicillin-resistant Staphylococcus aureus (15.7%). Predictors of bacteremia include C-reactive protein ≥3 mg/dL (odds ratio, 4.5; 95% CI, 2.1-9.6) and localizing examination findings (odds ratio, 3.3; 95% CI, 1.4-7.9). CONCLUSIONS: The prevalence of bacteremia among children presenting to the ED with fever and acute lower extremity pain is high. Routine BCx should be considered in the initial evaluation of this population.


Subject(s)
Bacteremia , Methicillin-Resistant Staphylococcus aureus , Staphylococcal Infections , Humans , Child , Female , Child, Preschool , Male , Cross-Sectional Studies , Bacteremia/diagnosis , Bacteremia/epidemiology , Bacteremia/drug therapy , Fever/epidemiology , Pain , Lower Extremity , Retrospective Studies , Staphylococcal Infections/diagnosis , Staphylococcal Infections/epidemiology , Staphylococcal Infections/drug therapy
6.
Health Informatics J ; 28(4): 14604582221132429, 2022.
Article in English | MEDLINE | ID: mdl-36330784

ABSTRACT

OBJECTIVE: We describe our approach to surveillance of reportable safety events captured in hospital data including free-text clinical notes. We hypothesize that a) some patient safety events are documented only in the clinical notes and not in any other accessible source; and b) large-scale abstraction of event data from clinical notes is feasible. MATERIALS AND METHODS: We use regular expressions to generate a training data set for a machine learning model and apply this model to the full set of clinical notes and conduct further review to identify safety events of interest. We demonstrate this approach on peripheral intravenous (PIV) infiltrations and extravasations (PIVIEs). RESULTS: During Phase 1, we collected 21,362 clinical notes, of which 2342 were reviewed. We identified 125 PIV events, of which 44 cases (35%) were not captured by other patient safety systems. During Phase 2, we collected 60,735 clinical notes and identified 440 infiltrate events. Our classifier demonstrated accuracy above 90%. CONCLUSION: Our method to identify safety events from the free text of clinical documentation offers a feasible and scalable approach to enhance existing patient safety systems. Expert reviewers, using a machine learning model, can conduct routine surveillance of patient safety events.


Subject(s)
Natural Language Processing , Patient Safety , Humans , Electronic Health Records , Machine Learning , Electronics
7.
Front Pediatr ; 9: 652854, 2021.
Article in English | MEDLINE | ID: mdl-34414139

ABSTRACT

Objective: To evaluate whether racial/ethnical differences in analgesia administration existed in two different cohorts of children with painful conditions: children with either limb fracture or suspected appendicitis. Methods: Retrospective cross-sectional analysis of children visiting a pediatric emergency department (Boston Children Hospital) for limb fracture or suspected appendicitis from 2011 to 2015. We computed the proportion of children that received any analgesic treatment and any opioid analgesia. We performed multivariable logistic regressions to investigate race/ethnicity differences in analgesic and opioid administration, after adjusting for pain score, demographics and visit covariates. Results: Among the 8,347 children with a limb fracture and the 4,780 with suspected appendicitis, 65.0 and 60.9% received any analgesic treatment, and 35.9 and 33.4% an opioid analgesia, respectively. Compared to White non-Hispanic Children, Black non-Hispanic children and Hispanic children were less likely to receive opioid analgesia in both the limb fracture cohort [Black: aOR = 0.61 (95% CI, 0.50-0.75); Hispanic aOR = 0.66 (95% CI, 0.55-0.80)] and in the suspected appendicitis cohort [Black: aOR = 0.75 (95% CI, 0.58-0.96); Hispanic aOR = 0.78 (95% CI, 0.63-0.96)]. In the limb fracture cohort, Black non-Hispanic children and Hispanic children were more likely to receive any analgesic treatment (non-opioid or opioid) than White non-Hispanic children [Black: aOR = 1.63 (95% CI, 1.33-2.01); Hispanic aOR = 1.43 (95% CI, 1.19-1.72)]. Conclusion: Racial and ethnic disparities exist in the pain management of two different painful conditions, which suggests true inequities in health care delivery. To provide equitable analgesic care, emergency departments should monitor variation in analgesic management and develop appropriate universal interventions.

8.
J Am Med Inform Assoc ; 28(8): 1736-1745, 2021 07 30.
Article in English | MEDLINE | ID: mdl-34010406

ABSTRACT

OBJECTIVE: To compare the accuracy of computer versus physician predictions of hospitalization and to explore the potential synergies of hybrid physician-computer models. MATERIALS AND METHODS: A single-center prospective observational study in a tertiary pediatric hospital in Boston, Massachusetts, United States. Nine emergency department (ED) attending physicians participated in the study. Physicians predicted the likelihood of admission for patients in the ED whose hospitalization disposition had not yet been decided. In parallel, a random-forest computer model was developed to predict hospitalizations from the ED, based on data available within the first hour of the ED encounter. The model was tested on the same cohort of patients evaluated by the participating physicians. RESULTS: 198 pediatric patients were considered for inclusion. Six patients were excluded due to incomplete or erroneous physician forms. Of the 192 included patients, 54 (28%) were admitted and 138 (72%) were discharged. The positive predictive value for the prediction of admission was 66% for the clinicians, 73% for the computer model, and 86% for a hybrid model combining the two. To predict admission, physicians relied more heavily on the clinical appearance of the patient, while the computer model relied more heavily on technical data-driven features, such as the rate of prior admissions or distance traveled to hospital. DISCUSSION: Computer-generated predictions of patient disposition were more accurate than clinician-generated predictions. A hybrid prediction model improved accuracy over both individual predictions, highlighting the complementary and synergistic effects of both approaches. CONCLUSION: The integration of computer and clinician predictions can yield improved predictive performance.


Subject(s)
Emergency Service, Hospital , Hospitalization , Child , Computers , Humans , Patient Discharge , Predictive Value of Tests , United States
9.
Am J Emerg Med ; 46: 34-37, 2021 08.
Article in English | MEDLINE | ID: mdl-33714052

ABSTRACT

OBJECTIVES: Little is known regarding the differences in microbiology associated with cellulitis or abscess with or without lymphangitic streaking. The objective of our study is to assess whether there are differences in the pathogens identified from wound cultures of patients with paronychia with and without associated lymphangitis. METHODS: Retrospective cross-sectional study at a tertiary pediatric emergency department over 25 years. We opted to assess patients with paronychia of the finger, assuming that these cases will have a greater variety of causative pathogens compared to other cases of cellulitis and soft tissue abscess that are associated with nail biting. Case identification was conducted using a computerized text-screening search that was refined by manual chart review. We included patients from 1 month to 20 years of age who underwent an incision and drainage (I&D) of a paronychia and had a culture obtained. The presence or absence of lymphangitis was determined from the clinical narrative in the medical record. We excluded patients treated with antibiotics prior to I&D as well as immune-compromised patients. We used descriptive statistics for prevalence and χ2 tests for categorical variables. RESULTS: Two hundred sixty-six patients met inclusion criteria. The median age was 9.7 years [IQR 4.7, 15.4] and 45.1% were female. Twenty-two patients (8.3%) had lymphangitic streaking associated with their paronychia. Patients with lymphangitis streaking were similar to those without lymphangitis in terms of age and sex (p = 0.52 and p = 0.82, respectively). Overall, the predominant bacteria was MSSA (40%) followed by MRSA (26%). No significant differences were found between the pathogens in the 22 patients with associated lymphangitis compared to the 244 patients without. CONCLUSION: Staphylococcus aureus represent the majority of pathogens in paronychia, although streptococcal species and gram-negative bacteria were also common. Among patients with paronychia of the finger, there seems to be no association between pathogen type and presence of lymphangitic streaking.


Subject(s)
Lymphangitis/microbiology , Child , Cross-Sectional Studies , Electronic Health Records , Female , Gram-Negative Bacterial Infections/microbiology , Humans , Lymphangitis/etiology , Male , Methicillin-Resistant Staphylococcus aureus , Natural Language Processing , Paronychia/complications , Paronychia/microbiology , Retrospective Studies , Staphylococcal Infections/microbiology
10.
Pediatr Emerg Care ; 37(12): e1351-e1357, 2021 Dec 01.
Article in English | MEDLINE | ID: mdl-32011559

ABSTRACT

OBJECTIVES: In pediatric emergency departments (EDs), racial/ethnic minorities are less likely to receive needed and timely care; however, clinical protocols have the potential to mitigate disparities. Neonatal fever management is protocolized in many EDs, but the timeliness to antibiotic administration is likely variable. We investigated the timeliness of antibiotic administration for febrile neonates and whether timeliness was associated with patients' race/ethnicity. METHODS: Retrospective cross-sectional study of febrile neonates evaluated in one pediatric ED that uses an evidence-based guideline for the management of neonatal fever between March 2010 and December 2015. Primary outcome was time from ED arrival to antibiotic administration. Analysis of variance tests compared mean time with antibiotic administration across race/ethnicity. Multivariable linear regression investigated racial/ethnic differences in time to antibiotic administration after adjusting for patient demographics, timing of visit, the number of physicians involved, and ED census. RESULTS: We evaluated 317 febrile neonates. Of the 269 patients with racial/ethnic data (84.9%), 54% were white non-Hispanic, 13% were black non-Hispanic, and 23% were Hispanic. The mean time to antibiotic administration was 204 minutes (range = 51-601 minutes). There was no significant association between patient race/ethnicity and time to first antibiotic administration. Emergency department census was significantly associated with timeliness. CONCLUSIONS: There was a 10-hour range in the time to antibiotic administration for febrile neonates; however, variability in timeliness did not differ by race or ethnicity. This study demonstrates the need to further examine the role of protocols in mitigating disparities as well as factors that influence timeliness in antibiotic administration to febrile neonates.


Subject(s)
Ethnic and Racial Minorities , Ethnicity , Child , Cross-Sectional Studies , Emergency Service, Hospital , Humans , Infant, Newborn , Retrospective Studies
11.
Pediatr Emerg Care ; 37(12): e1531-e1534, 2021 Dec 01.
Article in English | MEDLINE | ID: mdl-32349076

ABSTRACT

BACKGROUND: Children with hemophilia frequently require long-term central venous access devices (CVADs) for regular infusion of factor products. Hemophilia patients are not immunocompromised, but the presence and use of CVADs are associated with infections including bacteremia. Currently, the utility of blood cultures in evaluation of the febrile hemophilia patient with an indwelling CVAD is unknown, nor is optimal empiric antibiotic use. METHODS: We performed a retrospective cross-sectional study of febrile immunocompetent hemophilia patients with CVADs presenting to a large academic urban pediatric emergency department from 1995 to 2017. We used a natural language processing electronic search, followed by manual chart review to construct the cohort. We analyzed rate of pathogen recovery from cultures of blood in subgroups of hemophilia patients, the pathogen profile, and the reported pathogen susceptibilities to ceftriaxone. RESULTS: Natural language processing electronic search identified 181 visits for fever among hemophilia patients with indwelling CVADs of which 147 cases from 44 unique patients met study criteria. Cultures of blood were positive in 56 (38%) of 147 patients (95% confidence interval, 30%-47%). Seventeen different organisms were isolated (10 pathogens and 7 possible pathogens) with Staphylococcus aureus and coagulase-negative Staphylococcus species as the most common. Thirty-four percent of isolates were reported as susceptible to ceftriaxone. Positive blood cultures were more common in cases involving patients with inhibitors (n = 71) versus those without (n = 76), odds ratio, 7.4 (95% confidence interval, 3.5-15.9). This was observed irrespective of hemophilia type. CONCLUSIONS: Febrile immunocompetent hemophilia patients with indwelling CVADs have high rates of bacteremia. Empiric antimicrobial therapy should be targeted to anticipated pathogens and take into consideration local susceptibility patterns for Staphylococcus aureus.


Subject(s)
Bacteremia , Hemophilia A , Anti-Bacterial Agents/therapeutic use , Bacteremia/drug therapy , Bacteremia/epidemiology , Blood Culture , Child , Cross-Sectional Studies , Hemophilia A/complications , Hemophilia A/drug therapy , Humans , Retrospective Studies
13.
Am J Emerg Med ; 41: 193-196, 2021 03.
Article in English | MEDLINE | ID: mdl-33218698

ABSTRACT

BACKGROUND: Limited data exist regarding the presentation and bacteriology of nonneonatal pediatric breast abscess. OBJECTIVE: To determine the bacteriology and characteristic presentation of pediatric breast abscesses in a tertiary care center. METHODS: Cross-sectional study of patients age 1 month to 21 years admitted to a pediatric Emergency Department (ED) between 1996 and 2018 with a breast abscess. Patients with pre-existing conditions were excluded. Records were reviewed to determine demographics, history, physical exam findings, wound culture results, imaging and ED disposition. We used descriptive statistics to describe prevalence of different bacteria. RESULTS: We identified 210 patients who met study criteria. Median age was 13.6 years [IQR 6.6, 17.4], and 91% (191/210) were females. Ninety-two patients (43.8%) were 'pre-treated' with antibiotics prior to ED visit, and 33/210 (16%) were febrile. Ultrasound was obtained in 85 patients (40.5%), 69 patients had a single abscess and 16 had multiple abscesses. Most patients were treated with antibiotics and 100 had a surgical intervention, of these 89 had I&D and 11 a needle aspiration. Admission rate was 45%. Culture results were available for 75 (75%). Thirty-three (44%) had a negative culture, or grew non-aureus staphylococci or other skin flora. Culture were positive for MSSA 21 (28%), MRSA 13 (17%), Proteus mirabilis 2 (2.6%), Serratia 1 (1.3%). Other organisms include Gram-negative bacilli, group A Streptococcus and enterococcus. CONCLUSIONS: Non-neonatal pediatric breast abscess bacteriology is no different than data published on other skin abscesses. MRSA coverage should be considered based on local prevalence in skin infections.


Subject(s)
Abscess/diagnosis , Abscess/microbiology , Bacterial Infections/diagnosis , Bacterial Infections/microbiology , Breast Diseases/diagnosis , Breast Diseases/microbiology , Adolescent , Bacteria/isolation & purification , Child , Child, Preschool , Cross-Sectional Studies , Female , Humans , Infant , Male , Young Adult
14.
Am J Emerg Med ; 45: 196-201, 2021 07.
Article in English | MEDLINE | ID: mdl-33041117

ABSTRACT

BACKGROUND: Palatal petechiae are predictive of Group A streptococcal (GAS) pharyngitis. We sought to (a) quantify the value of considering petechiae in addition to exudate, and (b) assess provider incorporation of petechiae's predictive nature for GAS into clinical decision making. METHODS: We conducted a cross-sectional study of patients 3-21 years with sore throat and GAS testing performed in a pediatric emergency department (ED) in 2016. Patients were excluded if immunosuppressed, nonverbal, medically complex, had chronic tonsillitis, or received antibiotics in the preceding week. As a proxy of provider incorporation of petechiae into clinical decision making we assessed how often petechiae were documented, compared with exudate. We performed univariate analysis using χ2 analysis for categorical data and Mann-Whitney U test for continuous data. RESULTS: 1574 patients met inclusion criteria. Median age 8 years [IQR 5, 13]; 54% female. 372 patients (24%) were GAS positive. Both palatal petechiae and tonsillar exudates were predictive of GAS [OR 8.5 (95% CI 5.2-13.9), and 1.9 (95% CI 1.4-2.6) respectively]. Examining petechiae or exudate vs. exudate alone increases OR from 1.9 to 2.9 (95% CI 2.2-3.8). Sensitivity improves (23% to 34%) with minimal change to specificity (87% to 85%). Among those with a normal or erythematous throat exam, petechiae were mentioned as a pertinent negative in 28%; absence of tonsillar exudate was mentioned in 78% (p = .02). CONCLUSIONS: Palatal petechiae are highly associated with GAS, yet rarely addressed in documentation. Incorporating palatal petechiae into common scoring systems could improve prediction and disseminate this knowledge into practice.


Subject(s)
Pharyngitis/diagnosis , Pharyngitis/microbiology , Purpura , Streptococcal Infections/diagnosis , Adolescent , Child , Child, Preschool , Cross-Sectional Studies , Emergency Service, Hospital , Exudates and Transudates/metabolism , Female , Humans , Male , Predictive Value of Tests , Streptococcus pyogenes , Young Adult
15.
Pediatr Infect Dis J ; 39(12): 1065-1068, 2020 12.
Article in English | MEDLINE | ID: mdl-32773666

ABSTRACT

BACKGROUND: Dacryocystitis is considered benign, yet infants represent a population at risk of complications. The presentation, management, and rates of serious bacterial infection in infants with dacryocystitis have not been described. METHODS: We conducted a retrospective study of infants (12 months or younger) presenting to a single urban tertiary care pediatric emergency department between January 1995 and March 2014 with concern for dacryocystitis. Exclusion criteria included immune compromise or craniofacial anomalies. Cases were identified using text search software, followed by manual chart review. RESULTS: We identified 333 subjects, and median age was 38 days (interquartile range, 12; 106). Fifty-three percent were female. Most were afebrile (81%, T < 38°C) at triage while 6% had fever of ≥39°C. Two of 135 blood cultures sent were positive (both Streptococcus pneumoniae). Lumbar punctures were performed on 40 patients (12%), and no cerebrospinal fluid (CSF) cultures were positive. Eye cultures were positive in 47% (N = 58) of infants cultured (N = 123); the most common pathogens were Haemophilus species (N = 17), Staphylococcus aureus (N = 13), Gram-negative rods (N = 7), and Moraxella species (N = 4). Imaging was obtained in 11 subjects (3.3%) with 3 demonstrating cellulitis and 1 a hemangioma. Ophthalmology was consulted for 21%, and an intervention/probe performed in 6%. Topical antibiotics were used in 147 subjects (44%), oral antibiotics in 100 (33%), and parenteral antibiotics in 87 (26%). CONCLUSION: Infants with dacryocystitis have a variable presentation and management ranges from observation to aggressive management. The rates of serious bacterial infection were low in this sample and not associated with any presenting risk factors.


Subject(s)
Dacryocystitis , Eye Infections, Bacterial , Anti-Bacterial Agents/therapeutic use , Dacryocystitis/diagnosis , Dacryocystitis/epidemiology , Dacryocystitis/microbiology , Dacryocystitis/therapy , Emergency Service, Hospital , Eye Infections, Bacterial/diagnosis , Eye Infections, Bacterial/epidemiology , Eye Infections, Bacterial/microbiology , Eye Infections, Bacterial/therapy , Female , Humans , Infant , Male , Retrospective Studies , Staphylococcus aureus , Streptococcus pneumoniae
16.
Pediatr Emerg Care ; 36(8): 372-377, 2020 Aug.
Article in English | MEDLINE | ID: mdl-32658117

ABSTRACT

OBJECTIVE: To compare the clinical presentation of intussusception among children younger and older than 24 months of age. DESIGN/METHODS: We performed a retrospective cross-sectional cohort study of children treated in the emergency department, aged 1 month to 6 years, who had an abdominal ultrasound to evaluate for intussusception over a 5-year period. After stratifying by an age cut-point of 24 months, univariate and multivariate analyses were performed. RESULTS: One thousand two hundred fifty-eight cases of suspected intussusception were studied; median age was 1.7 years (interquartile range, 0.8, 2.9 years), and 37% were female. Intussusception was identified in 176 children (14%); 153 (87%) were ileocolic, and 23 were ileoileal. Abdominal pain (odds ratio, 4.0; 95% confidence interval [CI], 1.5-10.5), emesis (OR, 3.5; 95% CI, 1.8-6.7), bilious emesis (OR, 2.9; 95% CI, 1.5-5.7), lethargy (OR, 2.3; 95% CI, 1.3-5.7), rectal bleeding (OR, 2.8; 95% CI, 1.4-5.7), and irritability (OR, 0.4; 95% CI, 0.2-0.8) were found to be predictors in those younger than 24 months. In children older than 24 months, male sex was the only predictor identified (OR, 2.0; 95% CI, 1.1-3.7). In cases where abdominal radiographs were obtained (n = 1212), any abnormality on abdominal radiograph was found to be predictive in both age groups (OR, 7.8; 95% CI, 3.8-25.7; and OR, 3.1; 95% CI, 1.8-5.2, respectively). CONCLUSIONS: Intussusception presents differently in children younger than 24 months compared with older children. "Traditional" clinical predictors of intussusception should be interpreted with caution when assessing children older than 2 years.


Subject(s)
Intussusception/diagnostic imaging , Ultrasonography/methods , Abdominal Pain/diagnosis , Age Factors , Child , Child, Preschool , Cross-Sectional Studies , Emergency Service, Hospital , Female , Gastrointestinal Hemorrhage/diagnosis , Humans , Infant , Irritable Mood , Lethargy , Male , Retrospective Studies , Vomiting/diagnosis
17.
Am J Emerg Med ; 38(7): 1322-1326, 2020 07.
Article in English | MEDLINE | ID: mdl-31843329

ABSTRACT

BACKGROUND: Clinicians use the Modified Centor Score (MCS) to estimate the risk of group A streptococcal (GAS) pharyngitis in children with sore throat. The Infectious Diseases Society of America (IDSA) recommends neither testing nor treating patients with specific viral symptoms. The goal of this study is to measure the impact of those symptoms on the yield of GAS testing predicted by the MCS. METHODS: Retrospective cohort study of all patients aged 3-21 years presenting with sore throat and tested for GAS in a pediatric emergency department (ED) in 2016. After identifying all patients tested for GAS, we used natural language processing (NLP) to identify the subgroup complaining of sore throat. We abstracted all MCS variables as well as symptoms suggestive of a viral etiology per the IDSA guideline (conjunctivitis, coryza, cough, diarrhea, hoarseness, ulcerative oral lesions, viral exanthema). We calculated the proportion of patients who tested positive for GAS by MCS with and without viral symptoms. RESULTS: Of the 1574 patients included, 372 patients (24%) tested GAS positive. Patients with at least one viral symptom had a reduced GAS risk compared to those without any of the viral symptoms 91/547 (17% GAS positive) vs. 281/1027 (27%), odds ratio 0.53 (95% CI 0.41-0.69). CONCLUSIONS: The presence of viral symptoms specified by the IDSA alters the predicted yield of testing by traditional MCS. Clinicians may consider adjusting interpretation of a patient's MCS based on the presence of viral symptoms, but viral symptoms may not always fully obviate the need for GAS testing.


Subject(s)
Clinical Decision Rules , Pharyngitis/diagnosis , Streptococcal Infections/diagnosis , Streptococcus pyogenes , Adolescent , Age Factors , Child , Child, Preschool , Conjunctivitis/epidemiology , Cough/epidemiology , Diarrhea/epidemiology , Exanthema/epidemiology , Exudates and Transudates , Female , Fever/epidemiology , Hoarseness/epidemiology , Humans , Lymphadenopathy/epidemiology , Male , Oral Ulcer/epidemiology , Pharyngitis/epidemiology , Pharyngitis/etiology , Pharyngitis/microbiology , Retrospective Studies , Streptococcal Infections/complications , Virus Diseases/complications
18.
Am J Emerg Med ; 37(1): 109-113, 2019 01.
Article in English | MEDLINE | ID: mdl-29754963

ABSTRACT

OBJECTIVES: We sought to identify predictors for a drainable suppurative adenitis [DSA] among patients presenting with acute cervical lymphadenitis. METHODS: A retrospective cross sectional study of all patients admitted to an urban pediatric tertiary care emergency department over a 15 year period. Otherwise healthy patients who underwent imaging for an evaluation of cervical lymphadenitis were included. Cases were identified using a text-search module followed by manual review. We excluded immunocompromised patients and those with lymphadenopathy felt to be not directly infected (i.e. reactive) or that was not acute (symptom duration >28 days). Data collected included: age, gender, duration of symptoms, highest recorded temperature, physical exam findings, laboratory and imaging results, and surgical findings. A DSA was defined as >1.5 cm in diameter on imaging. We performed binary logistic regression to determine independent clinical predictors of a DSA. RESULTS: Three hundred sixty-one patients met inclusion criteria. Three hundred six patients (85%) had a CT scan, 55 (15%) had an ultrasound and 33 (9%) had both. DSA was identified in 71 (20%) patients. Clinical features independently associated with a DSA included absence of clinical pharyngitis, WBC >15,000/mm3, age ≤3 years, anterior cervical chain location, largest palpable diameter on exam >3 cm and prior antibiotic treatment of >24 h. The presence of fever, skin erythema, or fluctuance on examination, was not found to be predictive of DSA. CONCLUSIONS: We identified independent predictors of DSA among children presenting with cervical adenitis. Risk can be stratified into risk groups based on these clinical features.


Subject(s)
Drainage/methods , Emergency Medical Services , Lymphadenitis/diagnosis , Pharyngitis/diagnosis , Anti-Bacterial Agents/therapeutic use , Child , Child, Preschool , Cross-Sectional Studies , Female , Humans , Lymphadenitis/therapy , Male , Pharyngitis/therapy , Retrospective Studies , Suppuration , Tomography, X-Ray Computed , Treatment Outcome , Ultrasonography
19.
Am J Emerg Med ; 37(8): 1510-1515, 2019 08.
Article in English | MEDLINE | ID: mdl-30459011

ABSTRACT

BACKGROUND: Clinicians utilize inflammatory markers, including C-reactive protein (CRP) and erythrocyte sedimentation rate (ESR), to identify febrile children who may have an occult serious illness or infection. OBJECTIVES: Our objective was to determine the relationship between invasive bacterial infections (IBIs) and CRP and ESR in febrile children. METHODS: We performed a retrospective cross-sectional study of 1460 febrile children <21 years of age, who presented to a single Emergency Department (ED) between 2012 and 2014 for evaluation of fever of <14 days' duration, who had both CRP and ESR obtained. Our primary outcome was IBI, defined as growth of pathogenic bacteria from a culture of cerebrospinal fluid or blood. We reviewed all ED encounters that occurred within three days of the index visits for development of IBI. We examined the negative predictive value (NPV) of CRP and ESR for IBI. RESULTS: Of the 1460 eligible ED encounters, the median patient age was 5.3 years [interquartile range (IQR) 2.4-10.0 years] and 762 (50.4%) were hospitalized. The median duration of fever was 4 days (IQR 1-7 days). Overall, 20 had an IBI (20/1460; 1.4%, 95% confidence interval (CI) 0.9-2.1%). None of those with a normal CRP (NPV 273/273; 100%, 95% CI 98.6-100%) or a normal ESR (NPV 486/486; 100%, 95% CI 99.2-100%) had an IBI. CONCLUSIONS: In our cross-sectional study of febrile children, IBI was unlikely with either a normal CRP or ESR. Inflammatory markers could be used to assist clinical decision-making while awaiting results of bacterial cultures.


Subject(s)
Bacterial Infections/diagnosis , C-Reactive Protein/metabolism , Fever/microbiology , Bacterial Infections/blood , Biomarkers/metabolism , Blood Sedimentation , Child , Child, Preschool , Cross-Sectional Studies , Emergency Service, Hospital/statistics & numerical data , Female , Humans , Male , Retrospective Studies
20.
Pediatr Neurol ; 91: 27-33, 2019 02.
Article in English | MEDLINE | ID: mdl-30573329

ABSTRACT

OBJECTIVES: We assessed the clinical characteristics of primary intracranial hypertension (PIH) in children using a newly recommended threshold for cerebrospinal fluid opening pressure (280 mm H2O). METHOD: Cross-sectional study of patients age ≤21 years who had a lumbar puncture done for evaluation of PIH. Patients were excluded if lumbar puncture was done for a suspected infection, seizure, mental status changes, multiple sclerosis, or Guillain-Barre syndrome. Cases were identified using a text-search module followed by manual review. We performed χ2 analysis for categorical data and Mann-Whitney U test for continuous data, followed by a binary logistic regression. RESULTS: We identified 374 patients of whom 67% were female, median age was 13 years interquartile range (11 to 16 years), and admission rate was 24%. Using an opening pressure cutoff of 250 mm H2O, 127 patients (34%) were identified as having PIH, whereas using the new cutoff 105 patients (28%) met PIH criteria. Predictors for PIH included optic disc edema or sixth nerve palsy using both old, odds ratio (OR) 7.6 (4.3, 13.5), and new cutoffs, OR 9.7 (95% confidence interval 5.1, 18.5). Headache duration ≤61 days is predictive of PIH using the new cutoff OR 4.1 (95% confidence interval 1.3, 12.8). A model is presented which stratifies patients into groups with low (7%), medium (18%), and high (greater than 42%) risk of PIH. CONCLUSIONS: A higher cerebrospinal fluid opening pressure threshold in the criteria of PIH is associated with PIH patients with a different symptom profile. Children with optic disc edema, bulging fontanel or sixth nerve palsy, are at increased risk for PIH.


Subject(s)
Abducens Nerve Diseases/diagnosis , Cerebrospinal Fluid Pressure/physiology , Cranial Fontanelles , Intracranial Hypertension/diagnosis , Papilledema/diagnosis , Abducens Nerve Diseases/physiopathology , Adolescent , Child , Cranial Fontanelles/physiopathology , Cross-Sectional Studies , Female , Humans , Intracranial Hypertension/physiopathology , Male , Papilledema/physiopathology , Prognosis , Pseudotumor Cerebri/diagnosis , Pseudotumor Cerebri/physiopathology , Retrospective Studies
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