ABSTRACT
CONTEXT: Data to Care (D2C) involves sharing HIV surveillance data between health care facilities and health departments to improve continuity of care for people living with HIV (PLWH). The Chicago Department of Public Health (CDPH) initiated a D2C pilot program at the University of Chicago Medicine (UCM) from June 2016 to September 2019. OBJECTIVES: To describe the proportion of patients reported by UCM as not in care who were able to be matched to CDPH enhanced HIV/AIDS Reporting System (eHARS) and to report the individual-level factors associated with matching and viral suppression. DESIGN: Retrospective program evaluation. SETTING: UCM, an academic health care center that provides HIV care to adults via a Ryan White clinic on the south side of Chicago. PARTICIPANTS: Adult PLWH who had received care at UCM but did not have current documented HIV care visit(s). MAIN OUTCOME MEASURE: Proportion of matched patients; factors associated with matching and viral suppression. RESULTS: Overall, 72.4% (n = 813/1123) of patients reported by UCM were matched by CDPH to eHARS. Individuals aged 40 to 49 years (odds ratio [OR] = 1.99; 95% confidence interval [CI], 1.10-3.62), 50 to 59 years (OR = 2.47; 95% CI, 1.37-4.47), and 60 years or older (OR = 6.18; 95% CI, 3.18-12.32) were more likely to match in eHARS. People who lived outside of Chicago (OR = 0.09; 95% CI, 0.05-0.15) or with unknown zip codes (OR = 0.08; 95% CI, 0.05-0.12) were less likely to match. Men who have sex with men and persons older than 50 years were more likely to be virally suppressed. CONCLUSIONS: D2C is an evidence-based strategy for reengagement of PLWH; however, program implementation relies on successful data matching. We found that a large proportion of patients from UCM were not matched, particularly those who were younger or lived outside of Chicago. Additional research is needed to understand ways to improve data matching to facilitate reengagement in HIV care.
ABSTRACT
Retention in care for people living with HIV (PLWH) is important for individual and population health. Preemptive identification of PLWH at high risk of lapsing in care may improve retention efforts. We surveyed providers at nine institutions throughout Chicago about their perspectives on using an electronic health record (EHR) tool to predict the risk of lapsing in care. Sixty-three percent (20/32) of providers reported currently assessing patients' risk for lapsing in care, and 91% (29/32) reported willingness to implement an EHR tool. When compared to those with other job roles, prescribers agreed (vs. neutral) that the tool would be less biased than personal judgment (OR 13.33, 95% CI 1.05, 169.56). Prescribers were also more likely to identify community health workers as persons who should deliver these interventions (OR 10.50, 95% CI 1.02, 108.58). Transportation, housing, substance use, and employment information were factors that providers wanted to be included in an EHR-based tool. Social workers were significantly more likely to indicate the inclusion of employment information as important (OR 10.50, 95% CI 1.11, 98.87) when compared to other participants. Acceptability of an EHR tool was high; future research should investigate barriers and evaluate the effectiveness of such a tool.
Subject(s)
Electronic Health Records , HIV Infections , Humans , HIV Infections/drug therapy , Male , Female , Chicago , Feasibility Studies , Adult , Health Personnel/psychology , Middle Aged , Retention in Care/statistics & numerical data , Attitude of Health PersonnelABSTRACT
Electronic patient portals represent a promising means of integrating mental health assessments into HIV care where anxiety and depression are highly prevalent. Patient attitudes toward portal-based mental health screening within HIV clinics have not been well described. The aim of this formative qualitative study is to characterize the patient-perceived facilitators and barriers to portal-based anxiety and depression screening within HIV care in order to inform implementation strategies for mental health screening. Twelve adult HIV clinic patients participated in semi-structured interviews that were audio recorded and transcribed. The transcripts were coded using constructs from the Consolidated Framework for Implementation Research and analyzed thematically to identify the barriers to and facilitators of portal-based anxiety and depression screening. Facilitators included an absence of alternative screening methods, an approachable design, perceived adaptability, high compatibility with HIV care, the potential for linkage to treatment, an increased self-awareness of mental health conditions, the ability to bundle screening with clinic visits, and communicating an action plan for results. The barriers included difficulty navigating the patient portal system, a lack of technical support, stigmatization from the healthcare system, care team response times, and the novelty of using patient portals for communication. The patients in the HIV clinic viewed the use of a portal-based anxiety and depression screening tool as highly compatible with routine HIV care. Technical difficulties, follow-up concerns, and a fear of stigmatization were commonly perceived as barriers to portal use. The results of this study can be used to inform implementation strategies when designing or incorporating portal-based mental health screening into other HIV care settings.
Subject(s)
Anxiety , Depression , HIV Infections , Mass Screening , Patient Portals , Qualitative Research , Humans , HIV Infections/psychology , Male , Depression/diagnosis , Depression/psychology , Adult , Female , Middle Aged , Anxiety/diagnosis , Mass Screening/methodsABSTRACT
BACKGROUND: Depression and anxiety are common among people with HIV and are associated with inadequate viral suppression, disease progression, and increased mortality. However, depression and anxiety are underdiagnosed and undertreated in people with HIV owing to inadequate visit time and personnel availability. Conducting population-level depression and anxiety screening via the patient portal is a promising intervention that has not been studied in HIV care settings. OBJECTIVE: We aimed to explore facilitators of and barriers to implementing population-level portal-based depression and anxiety screening for people with HIV. METHODS: We conducted semistructured hour-long qualitative interviews based on the Consolidated Framework for Implementation Research with clinicians at an HIV clinic. RESULTS: A total of 10 clinicians participated in interviews. In total, 10 facilitators and 7 barriers were identified across 5 Consolidated Framework for Implementation Research domains. Facilitators included advantages of systematic screening outside clinic visits; the expectation that assessment frequency could be tailored to patient needs; evidence from the literature and previous experience in other settings; respect for patient privacy; empowering patients and facilitating communication about mental health; compatibility with clinic culture, workflows, and systems; staff beliefs about the importance of mental health screening and benefits for HIV care; engaging all clinic staff and leveraging their strengths; and clear planning and communication with staff. Barriers included difficulty in ensuring prompt response to suicidal ideation; patient access, experience, and comfort using the portal; limited availability of mental health services; variations in how providers use the electronic health record and communicate with patients; limited capacity to address mental health concerns during HIV visits; staff knowledge and self-efficacy regarding the management of mental health conditions; and the impersonal approach to a sensitive topic. CONCLUSIONS: We proposed 13 strategies for implementing population-level portal-based screening for people with HIV. Before implementation, clinics can conduct local assessments of clinicians and clinic staff; engage clinicians and clinic staff with various roles and expertise to support the implementation; highlight advantages, relevance, and evidence for population-level portal-based mental health screening; make screening frequency adaptable based on patient history and symptoms; use user-centered design methods to refine results that are displayed and communicated in the electronic health record; make screening tools available for patients to use on demand in the portal; and create protocols for positive depression and anxiety screeners, including those indicating imminent risk. During implementation, clinics should communicate with clinicians and clinic staff and provide training on protocols; provide technical support and demonstrations for patients on how to use the portal; use multiple screening methods for broad reach; use patient-centered communication in portal messages; provide clinical decision support tools, training, and mentorship to help clinicians manage mental health concerns; and implement integrated behavioral health and increase mental health referral partnerships.
ABSTRACT
Accurate, timely human immunodeficiency virus (HIV) diagnosis is critical. Routine HIV screening program data were examined before and after reflex HIV type 1 RNA testing. Reflex testing facilitated confirmation of reactive HIV screening assays (as true or false positives) (odds ratio, 23.7 [95% confidence interval, 6.7-83.4]; P < .0001), improving detection of acute HIV and reducing unconfirmed discordant results.
ABSTRACT
OBJECTIVE: Hybrid diabetes (HD); ie, insulin resistance with positive diabetes-associated autoantibodies (DAAs) is increasing in children. We aimed to compare the characteristics of children with HD with those with type 1 diabetes (T1DM) and type 2 diabetes (T2DM) at diagnosis and after 2 years. METHODS: A retrospective review of patients aged 0 to 19 years, with C-peptide and 4 DAA measurements available, who were diangosed with new-onset diabetes from 2016 to 2020 were included in the analysis. RESULTS: Overall, 102 subjects were included, 32 with T1DM, 21 with HD, and 49 with T2DM. Amongst the groups (T1DM vs HD vs T2DM), there were differences in the proportion of non-Hispanic Whites (81.3% vs 47.6% vs 16.4%, P < .001), frequency of family history of T2DM (37.5% vs 100% vs 85.4%, P < .001), acanthosis nigricans (0% vs 42.9% vs 93.9%, P <.001), median body mass index z-score (-0.55 vs 1.8 vs 2.4, P <.001), and median C-peptide (0.4 ng/mL vs 0.9 ng/mL vs 2.4 ng/mL, P <.001). At 2 years, differences were seen in median body mass index z-scores (0.3 vs 1.9 vs 2.3, P <.001), mean HDL-cholesterol (58.0 mg/dL vs 48.2 mg/dL vs 39.5 mg/dL, P <.001), and the use of basal insulin (100% vs 100% vs 74.4%, P <.001). CONCLUSION: Phenotypic and metabolic differences were seen in youth with T1DM, HD, and T2DM at diagnosis and follow-up. At 2 years, all subjects with HD remained insulin dependent whereas some with T2DM were not, indicating the need for targeted interventions to address the etiopathogenesis.
Subject(s)
Diabetes Mellitus, Type 1 , Diabetes Mellitus, Type 2 , Child , Humans , Adolescent , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 1/complications , C-Peptide , Antiviral Agents/therapeutic use , Insulin/therapeutic useSubject(s)
HIV Infections , Patient Portals , Humans , Electronic Health Records , Patient Satisfaction , Quality ImprovementABSTRACT
BACKGROUND: The COVID-19 pandemic caused disruptions in access to routine HIV screening. SETTING: We assess HIV and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) testing across 6 emergency departments (EDs) in Cook County, Illinois. METHODS: We retrospectively analyzed the number of SARS-CoV-2 tests, HIV screens, and the proportion of concurrent tests (encounters with both SARS-CoV-2 and HIV testing), correlating with diagnoses of new and acute HIV infection. RESULTS: Five sites reported data from March 1, 2020, to February 28, 2021, and 1 site from September 1, 2020, to February 28, 2021. A total of 1,13,645 SARS-CoV-2 and 36,094 HIV tests were performed; 17,469 of these were concurrent tests. There were 102 new HIV diagnoses, including 25 acute infections. Concurrent testing proportions ranged from 6.7% to 37% across sites (P < 0.001). HIV testing volume correlated with the number of new diagnoses (r = 0.66, P < 0.01). HIV testing with symptomatic SARS-CoV-2 testing was strongly correlated with diagnosis of acute infections (r = 0.87, P < 0.001); this was not statistically significant when controlling for HIV testing volumes (r = 0.59, P = 0.056). Acute patients were more likely to undergo concurrent testing (21/25) versus other new diagnoses (29/77; odds ratio = 8.69, 95% CI: 2.7 to 27.8, P < 0.001). CONCLUSIONS: Incorporating HIV screening into SARS-CoV-2 testing in the ED can help maintain HIV screening volumes. Although all patients presenting to the ED should be offered opt-out HIV screening, testing individuals with symptoms of COVID-19 or other viral illness affords the opportunity to diagnose symptomatic acute and early HIV infection, rapidly link to care, and initiate treatment.
Subject(s)
COVID-19 , HIV Infections , Humans , United States/epidemiology , COVID-19/diagnosis , COVID-19/epidemiology , SARS-CoV-2 , COVID-19 Testing , HIV Infections/complications , HIV Infections/diagnosis , HIV Infections/epidemiology , Pandemics , Retrospective Studies , Emergency Service, HospitalABSTRACT
Limited published data suggest rates of HIV may be high among trauma patients. This study compares rates of HIV screening and diagnosis among trauma and medical patients at a Level 1 trauma center emergency department (ED) with a universal HIV screening program. This is a retrospective cross-sectional study of all ED encounters from May 1, 2018, through May 1, 2021. Duplicate encounters, encounters with repeat testing within one year, and patients younger than 18 or older than 65 were excluded. Chi-squared analysis was used to compare demographics, rates of HIV testing, new and known HIV infections, and linkage to care between trauma and medical patients. After exclusion criteria were applied, 147,430 encounters from 91,468 unique patients were analyzed. Trauma comprised 7,497 (5.4%) encounters. Trauma patients were less likely to be screened for HIV than medical patients (18.1% vs 25.6%; OR 0.64; 95%CI, 0.61-0.68, p < .01). Trauma patients had higher rates of HIV (2.2% vs 1.3%; OR 1.78; 95% CI, 1.22-2.58, p < .01). Both trauma and medical patients would benefit from strategies to increase screening. Including trauma patients in routine ED HIV screening should be a priority to increase diagnosis rate and linkage to care in key populations.
ABSTRACT
Identification of individuals with acute HIV infection (AHI) and rapid initiation of antiretroviral therapy (ART) are priorities for HIV elimination efforts. Fourth- and fifth-generation HIV-1/HIV-2 antigen (Ag)/antibody (Ab) combination assays can quickly identify patients with AHI, but false-positive results can occur. Confirmatory nucleic acid amplification testing (NAAT) may not be rapidly available. We reviewed the data for 127 patients with positive fourth-generation ARCHITECT and fifth-generation Bio-Plex immunoassay results who had negative or indeterminate confirmatory Ab testing results, which yielded 38 patients with confirmed AHI and 89 patients with false-positive results. The receiver operating characteristic (ROC) curves showed excellent discriminatory power, with an area under the curve (AUC) for the signal-to-cutoff (S/CO) ratio of 0.970 (95% confidence interval [CI], 0.935 to 1.00) and an AUC for the Ag index (AI) of 0.968 (95% CI, 0.904 to 1.00). A threshold of 3.78 for the S/CO ratio would maximize the sensitivity (96.3%) and specificity (93.4%). The threshold for AI was 2.83 (sensitivity of 100% and specificity of 96.4%). The S/CO ratio was significantly correlated with the viral load (Spearman correlation coefficient, 0.486 [P = 0.014]), but the AI was not. The viral loads were all high, with a median of >2.8 million copies/mL. Two false-positive results with AI and S/CO ratio values markedly higher than the medians were observed, indicating that biological false-positive results can occur. Review of the S/CO ratio or AI may be used to improve the accuracy of AHI diagnosis prior to confirmatory NAAT results being available.
Subject(s)
HIV Infections , HIV-1 , Humans , HIV Antibodies , HIV Antigens , HIV Infections/diagnosis , HIV Infections/drug therapy , HIV-1/genetics , HIV-2 , Immunoassay/methods , Sensitivity and SpecificityABSTRACT
Background: Despite documented benefits of diabetes technology in managing type 1 diabetes, inequities persist in the use of these devices. Provider bias may be a driver of inequities, but the evidence is limited. Therefore, we aimed to examine the role of race/ethnicity and insurance-mediated provider implicit bias in recommending diabetes technology. Method: We recruited 109 adult and pediatric diabetes providers across 7 U.S. endocrinology centers to complete an implicit bias assessment composed of a clinical vignette and ranking exercise. Providers were randomized to receive clinical vignettes with differing insurance and patient names as proxy for Racial-Ethnic identity. Bias was identified if providers: (1) recommended more technology for patients with an English name (Racial-Ethnic bias) or private insurance (insurance bias), or (2) Race/Ethnicity or insurance was ranked high (Racial-Ethnic and insurance bias, respectively) in recommending diabetes technology. Provider characteristics were analyzed using descriptive statistics and multivariate logistic regression. Result: Insurance-mediated implicit bias was common in our cohort (n = 66, 61%). Providers who were identified to have insurance-mediated bias had greater years in practice (5.3 ± 5.3 years vs. 9.3 ± 9 years, P = 0.006). Racial-Ethnic-mediated implicit bias was also observed in our study (n = 37, 34%). Compared with those without Racial-Ethnic bias, providers with Racial-Ethnic bias were more likely to state that they could recognize their own implicit bias (89% vs. 61%, P = 0.001). Conclusion: Provider implicit bias to recommend diabetes technology was observed based on insurance and Race/Ethnicity in our pediatric and adult diabetes provider cohort. These data raise the need to address provider implicit bias in diabetes care.
Subject(s)
Diabetes Mellitus, Type 1 , Insurance , Adult , Attitude of Health Personnel , Child , Ethnicity , Healthcare Disparities , HumansABSTRACT
CONTEXT: There is concern that the growing incidence of pediatric type 2 diabetes (T2D) may have been further exacerbated by the COVID-19 pandemic. OBJECTIVE: To examine whether trends in new-onset pediatric T2D-inclusive of patients requiring hospitalization and patients managed as outpatients-were impacted during the COVID-19 pandemic, and to compare patient characteristics prior to and during COVID-19. METHODS: A retrospective single-center medical record review was conducted in a hospital which cares for 90% of Alabama's pediatric T2D patients. Patients with new-onset T2D referred from March 2017 to March 2021 were included. Counts of patients presenting per month ("monthly rates") were computed. Linear regression models were estimated for the full sample and stratified by Medicaid and non-Medicaid insurance status. Patient characteristics prior to vs during COVID-19 were compared. RESULTS: A total of 642 patients presented with new-onset T2D over this period. Monthly rates were 11.1â ±â 3.8 prior to COVID-19 and 19.3â ±â 7.8 during COVID-19 (Pâ =â .004). Monthly rates for Medicaid patients differed prior to and during COVID-19 (7.9â ±â 3.4 vs 15.3â ±â 6.6, Pâ =â .003) but not for non-Medicaid patients (3.3â ±â 1.7 vs 4.0â ±â 2.4, Pâ =â .33). Regression results showed significant increases in monthly rates during COVID-19 for the full sample (ß= 5.93, Pâ <â .05) and for Medicaid enrollees (ß= 5.42, Pâ <â .05) Hospitalization rate, severity of obesity, and hemoglobin A1c remained similar prior to and during COVID-19, though the proportion of male patients increased from 36.8% to 46.1% (Pâ =â .021). CONCLUSIONS: A rise in new-onset T2D was observed among Alabama's youth during the COVID-19 pandemic, a burden that disproportionately affected Medicaid enrollees and males. Future research should explore the pathways through which the pandemic impacted pediatric T2D.
Subject(s)
COVID-19 , Diabetes Mellitus, Type 2 , Adolescent , COVID-19/epidemiology , Child , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/therapy , Female , Glycated Hemoglobin , Humans , Male , Pandemics , Retrospective Studies , United States/epidemiologyABSTRACT
COVID-19 has disrupted routine medical care and increased psychosocial and economic stressors on a global scale, yet the full impact on people living with HIV (PLWH) and the HIV continuum of care remains unknown. As the pandemic continues to pose a significant threat to PLWH and their care, this research qualitatively aimed to elicit COVID-19-related challenges and perspectives of PLWH during the early phase of the pandemic and to identify lessons learned and impactful strategies for facilitating HIV care. We recruited 32 PLWH who receive care at a large academic medical center for semi-structured remote interviews to assess psychological/structural stressors experienced during the pandemic and to discern strategies for improving care. Most participants identified as Black (91%) and heterosexual (56%). Overall, PLWH reported exacerbated mental health stressors (e.g., anxiety, depression, substance use). Most participants cited no issues with antiretroviral therapy (ART) adherence or retention in care, yet five participants reported appointment cancellations or physician inaccessibility. Participants provided specific feedback for facilitating continued engagement in care during the pandemic, including telemedicine and education/patient empowerment. By seeking participant-provided solutions, this study centered on PLWH's experiences and emphasized proactive HIV care strategies for prioritizing patient empowerment and healthcare adaptability during a rapidly evolving pandemic.
Subject(s)
COVID-19 , HIV Infections , Humans , Pandemics , HIV Infections/drug therapy , HIV Infections/epidemiology , Anti-Retroviral Agents/therapeutic use , Patient ParticipationABSTRACT
Background: Continuous glucose monitors (CGMs) are a tool that can reduce the burden of self-monitoring of glucose values in children and adults with type 1 diabetes (T1D), are associated with improved glycemic control, and are associated with reduced fear of hypoglycemia. Unfortunately, disparities in access to CGM exist and rates of CGM access in Alabama in 2019 were below national averages. We aimed to increase CGM access and reduce disparities in access by race, insurance status, and high-risk diabetes status. Methods: Stakeholder input identified barriers to CGM access and defined the existing process. Process changes were implemented and studied for effect. Data were collected from the electronic health record to track rates of CGM access in patients aged 2 years and above with T1D for >3 months. Results: For the eligible population, rates of CGM access increased from a baseline of 50% to 82%. Rates for CGM access in patients with high-risk T1D increased from 34% to 85%. Disparity in CGM access for non-Hispanic Whites and non-Hispanic Blacks decreased from 18% to 6%. Disparity in CGM access for privately insured and Medicaid-insured patients decreased from 38% to 12%. Conclusions: Targeted quality improvement projects using stakeholder input can increase access to diabetes technology while reducing disparities. As technology advances, concerted efforts are needed to ensure equitable access to evolving therapies for all patients with T1D.
Subject(s)
Blood Glucose Self-Monitoring , Diabetes Mellitus, Type 1 , Health Services Accessibility , Alabama , Blood Glucose , Blood Glucose Self-Monitoring/instrumentation , Child , Diabetes Mellitus, Type 1/diagnosis , Diabetes Mellitus, Type 1/therapy , Glycated Hemoglobin , Humans , Hypoglycemic Agents , Quality ImprovementABSTRACT
This study sought to identify barriers and facilitators to successful smart insulin pen (SIP) use and gauge prescribing practices and integration into clinical practice by assessing provider and care team perspectives at participating endocrinology clinics within the T1D Exchange Quality Improvement Collaborative. The identified provider-related, patient-related, and clinic- and operational-level barriers and facilitators varied based on clinic knowledge, capacity, and resources. High-impact barriers included insurance coverage and prescribing processes; high-impact facilitators included improved diabetes clinic visit quality and use of SIPs as an alternative to insulin pump therapy. Findings indicated the need for provider and care team education and training on proper SIP features, use, and prescribing.
ABSTRACT
The association between patients' confidence in their ability to attend appointments and future retention in care has not previously been studied in a general HIV clinic. A survey of potential and known risk factors for poor retention was developed using validated screening tools and administered to 105 patients at an HIV clinic. Retention in care was assessed prospectively using two definitions: (1) two appointments at least three months apart within one year ("HRSA/HAB retention") and (2) no missed appointments within one year ("missed visits retention"). Most patients were African American (86%) and male (59%). Although most patients were confident they could keep their HIV appointments (89%), fewer were retained (HRSA/HAB: 73%; missed visits: 56%). Patients' confidence in their ability to keep future appointments was not associated with retention. Employment was associated with lower odds of HRSA/HAB retention (aOR 0.26 [95% CI 0.09-0.77]), and childcare was a common barrier that was associated with lower odds of missed visits retention (aOR 0.06 [95% CI 0.006-0.62]). Other known risk factors for poor retention were inconsistently associated with retention in care.
Subject(s)
HIV Infections , Ambulatory Care Facilities , Appointments and Schedules , Humans , Male , Patient Reported Outcome Measures , Prospective StudiesABSTRACT
BACKGROUND: The COVID-19 and HIV epidemics have exacerbated existing inequities among vulnerable groups and severely impacted communities of color. People living with HIV (PLWH), who may already face stigma or discrimination, are at risk of experiencing further stigma as a result of COVID-19, which can result in medical mistrust. METHODS: We performed qualitative interviews between June and August 2020 among 32 PLWH, including 10 individuals diagnosed with COVID-19. A majority of participants perceived themselves as having an increased risk of contracting COVID-19 due to their HIV status. RESULTS: Of those who tested positive for COVID-19, the majority regarded their HIV diagnosis as having a more profound impact on their lives but found similarities between COVID-19 stigma and HIV-related stigma. Many participants also expressed mistrust. CONCLUSIONS: These results can be used to better understand the perspectives of PLWH during the COVID-19 pandemic and have important implications for potential COVID-19 vaccine hesitancy and future health crises.
Subject(s)
COVID-19 , HIV Infections , COVID-19 Vaccines , HIV Infections/diagnosis , HIV Infections/epidemiology , Humans , Pandemics , SARS-CoV-2 , Social Stigma , TrustABSTRACT
BACKGROUND: Mental illness and substance use are prevalent among people living with HIV and often lead to poor health outcomes. Electronic medical record (EMR) data are increasingly being utilized for HIV-related clinical research and care, but mental illness and substance use are often underdocumented in structured EMR fields. Natural language processing (NLP) of unstructured text of clinical notes in the EMR may more accurately identify mental illness and substance use among people living with HIV than structured EMR fields alone. OBJECTIVE: The aim of this study was to utilize NLP of clinical notes to detect mental illness and substance use among people living with HIV and to determine how often these factors are documented in structured EMR fields. METHODS: We collected both structured EMR data (diagnosis codes, social history, Problem List) as well as the unstructured text of clinical HIV care notes for adults living with HIV. We developed NLP algorithms to identify words and phrases associated with mental illness and substance use in the clinical notes. The algorithms were validated based on chart review. We compared numbers of patients with documentation of mental illness or substance use identified by structured EMR fields with those identified by the NLP algorithms. RESULTS: The NLP algorithm for detecting mental illness had a positive predictive value (PPV) of 98% and a negative predictive value (NPV) of 98%. The NLP algorithm for detecting substance use had a PPV of 92% and an NPV of 98%. The NLP algorithm for mental illness identified 54.0% (420/778) of patients as having documentation of mental illness in the text of clinical notes. Among the patients with mental illness detected by NLP, 58.6% (246/420) had documentation of mental illness in at least one structured EMR field. Sixty-three patients had documentation of mental illness in structured EMR fields that was not detected by NLP of clinical notes. The NLP algorithm for substance use detected substance use in the text of clinical notes in 18.1% (141/778) of patients. Among patients with substance use detected by NLP, 73.8% (104/141) had documentation of substance use in at least one structured EMR field. Seventy-six patients had documentation of substance use in structured EMR fields that was not detected by NLP of clinical notes. CONCLUSIONS: Among patients in an urban HIV care clinic, NLP of clinical notes identified high rates of mental illness and substance use that were often not documented in structured EMR fields. This finding has important implications for epidemiologic research and clinical care for people living with HIV.
ABSTRACT
OBJECTIVES: Brain MRIs are considered essential in the evaluation of children diagnosed with growth hormone deficiency (GHD), but there is uncertainty about the appropriate cut-off for diagnosis of GHD and little data about the yield of significant abnormal findings in patients with peak growth hormone (GH) of 7-10 ng/mL. We aimed to assess the frequency of pathogenic MRIs and associated risk factors in relation to peak GH concentrations. METHODS: In this retrospective multicenter study, charts of patients diagnosed with GHD who subsequently had a brain MRI were reviewed. MRIs findings were categorized as normal, incidental, of uncertain significance, or pathogenic (pituitary hypoplasia, small stalk and/or ectopic posterior pituitary and tumors). Charges for brain MRIs and sedation were collected. RESULTS: In 499 patients, 68.1% had normal MRIs, 18.2% had incidental findings, 6.6% had uncertain findings, and 7.0% had pathogenic MRIs. Those with peak GH<3 ng/mL had the highest frequency of pathogenic MRIs (23%). Only three of 194 patients (1.5%) with peak GH 7-10 ng/mL had pathogenic MRIs, none of which altered management. Two patients (0.4%) with central hypothyroidism and peak GH<4 ng/mL had craniopharyngioma. CONCLUSIONS: Pathogenic MRIs were uncommon in patients diagnosed with GHD except in the group with peak GH<3 ng/mL. There was a high frequency of incidental findings which often resulted in referrals to neurosurgery and repeat MRIs. Given the high cost of brain MRIs, their routine use in patients diagnosed with isolated GHD, especially patients with peak GH of 7-10 ng/mL, should be reconsidered.