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1.
PEC Innov ; 4: 100288, 2024 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-38766572

RESUMO

Objective: To disseminate iuveo.org, a new health information website, primarily to teens in the United States using a three-pronged approach of social media, in-person, and emails. Methods: Dissemination methods included a combination of in-person, email, and social media campaigns starting in August 2022 to reach teens and stakeholders focused on teen health. Following the Social Marketing Theory framework, a social media campaign was implemented utilizing Instagram and X (formerly Twitter). Website analytics, including monthly usage of iuveo, was measured utilizing Google Analytics. The intrinsic analytics from X and Instagram were also tracked. Results: From August 2022-July 2023, iuveo attracted 1338 unique users to the website. In the same time frame, 1085 accounts were reached on Instagram, and 14,367 impressions were received on X. Most website users (84.8%) were classified as 'direct' acquisition, meaning that they directly typed in the URL or clicked on a link, and 7.3% of users visited iuveo from a social media platform. Conclusion: A three-pronged dissemination strategy is beneficial when disseminating a new health information website. Innovation: Utilizing a three-pronged approach with a social media campaign based on Social Marketing Theory, a health information website was disseminated to youth in the United States.

2.
Am Psychol ; 2024 Apr 18.
Artigo em Inglês | MEDLINE | ID: mdl-38635216

RESUMO

To describe the characteristics of patients receiving psychotropic medication from prescribing psychologists, psychiatrists, and primary care physicians. This descriptive study was conducted using private insurance claims of patients from New Mexico and Louisiana receiving psychotropic medications (anticonvulsants, antidepressants, antipsychotics, hypotensive agents, anxiolytics/sedatives/hypnotics, and stimulants) from 2004 to 2021 (N = 307,478). Patient characteristics were captured during the 6 months prior to their first psychotropic medication using administrative information, diagnosis and procedure codes, and medication data. Logistic regression models estimated the associations of patient characteristics with prescriber type. Additional logistic regression models estimated the association of prescriber type with medication classes prescribed. Patients were most likely to see specialists (psychologists or psychiatrists) if they had bipolar disorder (average marginal effect and 95% CI 0.214 [0.196, 0.231]), schizophrenia/psychotic disorders (0.118 [0.097, 0.138]), or had 1-4 visits of psychotherapy (0.267 [0.258, 0.026]). Specialist patients were most likely to see a prescribing psychologist if they had 1-4 visits of psychotherapy (0.196 [0.183, 0.210]) or had insomnia (0.309 [0.203, 0.415]). Prescribing psychologists were more likely to prescribe antidepressants (0.028 [0.011, 0.045]) and less likely to prescribe antipsychotics (-0.016 [-0.020, -0.012]) than psychiatrists. Primary care physicians were less likely to prescribe all psychotropic medications except antidepressants (0.011 [0.002, 0.019]) and anxiolytics (0.074 [0.067, 0.080]). Prescribing psychologists treat patients who are more similar to those of psychiatrists than patients of primary care physicians; they are less likely to prescribe antipsychotics and more likely to prescribe antidepressants. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

3.
Atherosclerosis ; 393: 117541, 2024 Apr 16.
Artigo em Inglês | MEDLINE | ID: mdl-38677159

RESUMO

BACKGROUND AND AIMS: Familial hypercholesterolemia is an underdiagnosed genetic metabolic condition limiting the clearance of low-density lipoprotein cholesterol and increasing lifetime risk of cardiovascular disease. Population genetic screening in unselected individuals could quickly identify cases of familial hypercholesterolemia and enable early prevention, but the economic impact of widespread screening on patients has not been studied. METHODS: We assessed the cost-effectiveness of population genetic screening for familial hypercholesterolemia in 20 and 35-year-old adults in the United States from the perspective of patients. We developed a decision tree Markov hybrid model to examine diagnoses, cardiovascular disease, cardiac events, quality of life, and costs under population genetic screening compared to family-based cascade testing. RESULTS: While population genetic screening increased diagnoses and reduced incidence of cardiovascular disease, population genetic screening was not cost-effective compared to cascade testing at current levels of willingness to pay. Lower genetic testing costs, combined screening with other genetic conditions, and support to maintain lipid-lowering therapy use over time could improve the cost-effectiveness of population genetic screening. CONCLUSIONS: Future research is needed to examine how cost-sharing strategies may affect the cost-effectiveness of screening to patients and how families and providers experience the clinical and economic outcomes of population screening.

4.
Adm Policy Ment Health ; 51(3): 384-392, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38349470

RESUMO

To examine the association between psychologist and nurse practitioner scope-of-practice (SoP) regulations and pediatric mental health service access. A nationally representative sample of children with mental health needs was identified using 5 years of National Survey of Children's Health (2016-2020). Utilization was measured in two ways: (1) unmet mental health care needs and (2) receipt of mental health medication. Expanded SoP for psychologists and nurse practitioners was measured based on the child's state of residence and the year of the survey. The associations between both SoP expansion and both outcomes were assessed using logistic regression models adjusted for multiple covariates. The probability of having unmet mental health needs was 5.4 percentage points lower (95% CI - 0.102, - 0.006) for children living in a state with psychologist SoP expansion; however, there was no significant difference in unmet mental health needs between states with and without NP SoP expansion. The probability of receiving a mental health medication was 2.0 percentage points higher (95% CI 0.007, 0.034) for children living in a state with psychologist SoP expansion. Conversely, the probability of receiving a mental health medication was 1.5 percentage points lower (95% CI - 0.023, - 0.007) for children living in a state with NP SoP expansion. Expanded SoP for psychologists is associated with improved access to pediatric mental health care in terms of both unmet need and receiving medication. Expanded SoP for NPs, however, was not associated with unmet need and lower receipt of medication.


Assuntos
Acessibilidade aos Serviços de Saúde , Serviços de Saúde Mental , Profissionais de Enfermagem , Âmbito da Prática , Humanos , Serviços de Saúde Mental/organização & administração , Criança , Masculino , Feminino , Adolescente , Acessibilidade aos Serviços de Saúde/organização & administração , Estados Unidos , Pré-Escolar , Serviços de Saúde da Criança/organização & administração , Transtornos Mentais/terapia , Necessidades e Demandas de Serviços de Saúde , Psicologia
5.
J Addict Med ; 18(2): e1-e7, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38345239

RESUMO

OBJECTIVE: This study aimed to describe perspectives from stakeholders involved in the Medicaid system in North Carolina regarding substance use disorder (SUD) treatment policy changes during the coronavirus disease 2019 pandemic. METHODS: We conducted semistructured interviews in early 2022 with state agency representatives, Medicaid managed care organizations, and Medicaid providers (n = 22) as well as 3 focus groups of Medicaid beneficiaries with SUD (n = 14). Interviews and focus groups focused on 4 topics: policies, meeting needs during COVID, demand for SUD services, and staffing. RESULTS: Overall, policy changes, such as telehealth and take-home methadone, were considered beneficial, with participants displaying substantial support for both policies. Shifting demand for services, staffing shortages, and technology barriers presented significant challenges. Innovative benefits and services were used to adapt to these challenges, including the provision of digital devices and data plans to improve access to telehealth. CONCLUSIONS: Perspectives from Medicaid stakeholders, including state organizations to beneficiaries, support the continuation of SUD policy changes that occurred. Staffing shortages remain a substantial barrier. Based on the participants' positive responses to the SUD policy changes made during the coronavirus disease 2019 pandemic, such as take-home methadone and telehealth initiation of buprenorphine, these changes should be continued. Additional steps are needed to ensure payment parity for telehealth services.


Assuntos
COVID-19 , Transtornos Relacionados ao Uso de Substâncias , Estados Unidos , Humanos , Medicaid , Pandemias , North Carolina , Metadona , Políticas , Transtornos Relacionados ao Uso de Substâncias/terapia
6.
Artigo em Inglês | MEDLINE | ID: mdl-38397663

RESUMO

This project documents the service outcomes that caregivers value most. A diverse group of caregivers, representing six regions of the United States, participated in two rounds of virtual one-hour focus groups. In round 1, participants identified what they hoped to gain from using behavioral health services for themselves, their families, and their child and discussed what made services a positive experience for them. They then reported their top-three most-hoped-for outcomes. In round 2, groups validated and refined summary findings from round 1. Caregivers prioritized service quality outcomes, primarily. They expressed a desire for an accessible, respectful, and supportive treatment environment, underpinned by well-trained and culturally responsive professionals. Caregivers also desire seamless cross-sector provider collaboration and care transitions, which integrate the insights and preferences of families and children themselves to craft a customized care plan. Priority outcomes not related to service quality included hoping to gain increased knowledge, resources, and tools and techniques to support the mental health needs of their children, to see their children improve their daily functioning and for their child develop more effective interpersonal communication skills. Caregivers also reported hoping to experience less stigma related to the mental health needs of their children and to achieve personal fulfillment for themselves and their children. Research, policies, and mental health services should prioritize and be designed to address the outcomes that matter to youth and families.


Assuntos
Serviços de Saúde Mental , Saúde Mental , Criança , Humanos , Adolescente , Adulto Jovem , Cuidadores/psicologia , Grupos Focais , Comunicação
7.
J Dev Behav Pediatr ; 45(1): e54-e62, 2024 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-38127916

RESUMO

OBJECTIVE: Caregivers of children with special health care needs (CSHCN) experience substantial strain caring for their child's special needs because of high needs for health and other support services. Caregivers of CSHCN with emotional, behavioral, or developmental problems (EBDPs) report stress and poor mental health at higher rates than caregivers of other CSHCN. Although family support services are associated with caregiver mental health and well-being among families of CSHCN, the association of these factors with caregiver coping has been underexamined. METHOD: Using the Double ABCX Model of Family Adaptation to guide variable selection, this study uses 2016 to 2019 data from the National Survey of Children's Health. Univariate, bivariate, and multivariate logistic analyses examined the association between caregivers' receipt of adequate care coordination and emotional support services and their reported coping with the day-to-day strains of parenting. These relationships are compared between caregivers of CSHCN with and without EBDPs. RESULTS: Receipt of adequate care coordination was associated with higher rates of caregiver-reported positive coping for all caregivers of CSHCN who have no source of emotional support. Receipt of emotional support services was associated with increased reports of positive coping for caregivers for all CSHCN as well. Caregivers reporting only informal sources of emotional support, however, also reported higher rates of positive coping when compared with caregivers with no source of emotional support. CONCLUSION: Mobilization of resources that can aid caregivers in coordinating care and provide emotional support may play a key role in positive caregiver coping for families of CSHCN.


Assuntos
Crianças com Deficiência , Criança , Humanos , Cuidadores , Apoio Familiar , Deficiências do Desenvolvimento , Capacidades de Enfrentamento , Pais , Necessidades e Demandas de Serviços de Saúde
8.
Autism Adulthood ; 5(4): 366-373, 2023 Dec 01.
Artigo em Inglês | MEDLINE | ID: mdl-38116058

RESUMO

Background: The time of transition into adulthood, especially when leaving school, is a time when many autistic adolescents and young adults (AYA) may stop receiving mental health services that they have relied on, leading to worse mental health outcomes. The purpose of this study was to describe patterns of mental health service use during transition to adulthood among autistic AYAs. Methods: We performed a cross-sectional study using electronic health records from years 2015 to 2019 from one large university health care system. We included autistic individuals ages 11-27 with at least one clinical encounter annually in the cohort. Outcomes included psychotropic medications and psychotherapy received, psychotropic polypharmacy, psychiatric emergency department (ED) visits, and adverse drug events. Results: Almost half of the 529 patients in the cohort received polypharmacy. The most common treatment was medication only (56.9%), followed by no treatment (22.7%), medication plus psychotherapy (18.7%), and psychotherapy only (data masked). The 17-21 age group had the highest odds of a psychiatric ED visit, whereas the 22-27 age group had the highest odds of receiving psychotropic medications and polypharmacy. Black AYA were more likely to receive psychotherapy and less likely to receive psychotropic polypharmacy than non-Hispanic Whites. Conclusion: Autistic individuals may benefit from more support from the health care system for their transition into adulthood to maintain use of beneficial mental health services as they leave school and to reduce the frequency of adverse outcomes. Access to providers experienced treating the complex needs of autistic individuals is important to reduce disparities.


Why is this an important issue?: Autistic adolescents and young adults often do not receive the mental health care services they need. As they transition into adulthood, they may lose important mental health services they relied on during childhood. Losing services may negatively affect their health and produce bad outcomes such as emergency department visits. Previous studies have suggested that autistic individuals often stop receiving important services as they leave school and lose access to school-based services. What was the purpose of this study?: The purpose was to describe patterns of mental health service use during the transition to adulthood among autistic adolescents and young adults. Underutilized services might indicate areas where the health care system needs to improve. What did the researchers do?: We used data from electronic health records from a large university health system in the southeastern United States. We identified autistic adolescents and young adults ages 11­27 in the data. We analyzed whether they received medication and/or psychotherapy for their mental health, and whether they had emergency department visits and adverse drug events. We also examined polypharmacy, meaning the use of multiple medications of different classes for mental health. What were the results of the study?: Almost half of the 529 included patients experienced polypharmacy. The majority received medication only, whereas smaller percentages received medication plus psychotherapy or psychotherapy alone. Emergency department visits were most common in the 17­21 age group, and psychotropic medications and polypharmacy were most used in the 22­27 age group. Black individuals were more likely to receive psychotherapy and less likely to receive psychotropic polypharmacy than non-Hispanic Whites. What do these findings add to what was already known?: These findings show that providers are relying heavily on medication, often including polypharmacy, to treat mental health issues in autistic adolescents and young adults. What are potential weaknesses of the study?: The study used only one health care system in one state and may not reflect what happens in other states with different policies. Data may include a high number of patients with complex medical conditions, which may not reflect the typical patient's experience. Medications prescribed by providers outside this particular health system may not be captured. How will these findings help autistic adults now or in the future?: These findings reveal potential areas for improvement for providers and health systems in treating autistic adults. Ensuring that autistic adolescents can continue to receive important mental health services as they age into adulthood can improve their health.

9.
Psychiatr Serv ; : appips20230156, 2023 Nov 29.
Artigo em Inglês | MEDLINE | ID: mdl-38018151

RESUMO

OBJECTIVE: The authors sought to provide updated estimates of the proportion of psychotropic medications prescribed by different medical providers. METHODS: This pooled cross-sectional study used data from the Medical Expenditure Panel Survey (2016-2019). Nationally representative estimates of the percentages of all psychotropic medications prescribed by each provider type were calculated, and analyses stratified by medication type, insurance type, and age were conducted. RESULTS: Data from 58,547 psychotropic prescriptions reported by 7,693 unique individuals were analyzed. More than 60% of psychotropic medications were prescribed by providers other than psychiatrists (33.5%) or psychologists (2.2%), such as general practitioners, nurse practitioners, and physician assistants. This distribution varied significantly by medication, insurance, and patient age. CONCLUSIONS: Most psychotropic medication prescribing occurs in primary care; however, notable differences by medication, insurance, and age were observed, suggesting areas for future research.

10.
Front Health Serv ; 3: 1211577, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37654810

RESUMO

Background: For patients with complex health and social needs, care coordination is crucial for improving their access to care, clinical outcomes, care experiences, and controlling their healthcare costs. However, evidence is inconsistent regarding the core elements of care coordination interventions, and lack of standardized processes for assessing patients' needs has made it challenging for providers to optimize care coordination based on patient needs and preferences. Further, ensuring providers have reliable and timely means of communicating about care plans, patients' full spectrum of needs, and transitions in care is important for overcoming potential care fragmentation. In the Veterans Health Administration (VA), several initiatives are underway to implement care coordination processes and services. In this paper, we describe our study underway in the VA aimed at building evidence for designing and implementing care coordination practices that enhance care integration and improve health and care outcomes for Veterans with complex care needs. Methods: In a prospective observational multiple methods study, for Aim 1 we will use existing data to identify Veterans with complex care needs who have and have not received care coordination services. We will examine the relationship between receipt of care coordination services and their health outcomes. In Aim 2, we will adapt the Patient Perceptions of Integrated Veteran Care questionnaire to survey a sample of Veterans about their experiences regarding coordination, integration, and the extent to which their care needs are being met. For Aim 3, we will interview providers and care teams about their perceptions of the innovation attributes of current care coordination needs assessment tools and processes, including their improvement over other approaches (relative advantage), fit with current practices (compatibility and innovation fit), complexity, and ability to visualize how the steps proceed to impact the right care at the right time (observability). The provider interviews will inform design and deployment of a widescale provider survey. Discussion: Taken together, our study will inform development of an enhanced care coordination intervention that seeks to improve care and outcomes for Veterans with complex care needs.

11.
Prof Psychol Res Pr ; 54(4): 284-294, 2023 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-37538302

RESUMO

Six states (NM, LA, IL, IA, ID, CO) grant prescriptive authority to qualified psychologists, and research has shown that these policies are associated with a reduction in suicides. In this study, we assess the cost-effectiveness of these policies in reducing suicide rates. This study used a Markov Model with a time horizon of 20 years to estimate the incremental net monetary benefit (INMB) of the policy from the societal perspective with a simulated cohort of 100,000 people. Transition probabilities and utilities were collected from the literature, and costs were assessed using a mixed macro-micro costing approach. Using this approach, we found that the 20-year INMB for the policy was estimated to be $12.81 million ($USD) per quality-adjusted life year (QALY). The probability of cost-effectiveness was greater than 50% at a willingness-to-pay threshold as low as $10,000 per QALY. The probability of cost-effectiveness was only modestly associated with the implementation costs of the policy, but was sensitive to the estimated effect of the policy intervention. The models estimated in this study support prescriptive authority for psychologists as a cost-effective strategy for reducing state-level suicide rates. A considerable amount of research is needed to understand the impact of this policy with finer granularity.

12.
Int J Care Coord ; 26(2): 55-61, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37333504

RESUMO

Current theoretical models intended to guide health services research and evaluation lack care coordination-its features and impacts. These aspects are critical for understanding the role of care coordination in healthcare use, quality, and outcomes. In this Focus article, we briefly review the well-known Andersen individual behavioral model (IBM) of healthcare use and the Donabedian health system and quality model (HSQM) together with recent practice-based evidence. We propose a new integrated theoretical model of healthcare and care coordination. The model can serve as a guide for future research to better understand the variation in care coordination services and delivery and its added value to improving mental health in different real-world settings.

13.
PEC Innov ; 2: 100164, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37384159

RESUMO

Objective: To co-design a website aimed to empower youth to ask questions to encourage productive, meaningful conversations with their health care providers. Methods: The research team recruited adolescent stakeholders (ages 11-17) through flyers distributed at local Young Men's Christian Association (YMCA) locations, clinics, and school nurses. Eleven adolescents who had at least one chronic medical condition were selected as members of the two youth advisory boards. Youth participated in five co-design meetings to give input on website content and refinement over a two-and-a-half-year period. The youth reviewed the website in various stages of development. Results: Youth wanted a website with simple, straightforward language that would be understood by someone between the ages of 11-17 years with a reputable URL. The website content includes ADHD, asthma, vaping/smoking, diabetes, seizures, anxiety, panic disorder, depression, addiction, stimulants, bullying, eating disorders, and sexually transmitted infections. Youth wanted general background content, helpful resources, question prompt lists, and videos encouraging youth involvement in care. Conclusions: A credible co-designed website with information on different health topics that contains question prompt lists and videos for utilization during health care visits has the potential to increase adolescent involvement in their care. Innovation: This website is an innovative intervention aimed at informing and encouraging youth to be more actively involved in their care across a range of healthcare conditions.

14.
J Pediatr Health Care ; 37(5): 557-565, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37245128

RESUMO

INTRODUCTION: We assess the association between a child's exposure to adverse childhood experiences (ACEs) and the parent's current experiences of emotional support. METHOD: This study used pooled cross-sectional data from the National Survey of Children's Health (N = 129,988). Emotional support for the parent was classified by the presence (any emotional support, no emotional support) and type (any formal support or only informal support). All models were adjusted for relevant predisposing, enabling, and need factors. RESULTS: Having two or more ACEs was associated with a higher probability of any emotional support (average marginal effect = 0.017; 95% confidence interval = 0.002-0.032) and a higher probability of formal support (average marginal effect = 0.049; 95% confidence interval = 0.028-0.069). Several individual ACEs were associated with the presence and type of emotional support. DISCUSSION: Parents of children with higher ACEs are likelier to have emotional support, especially formal support.


Assuntos
Experiências Adversas da Infância , Filho de Pais com Deficiência , Criança , Humanos , Estudos Transversais , Pais/psicologia , Filho de Pais com Deficiência/psicologia , Saúde da Criança
15.
Res Social Adm Pharm ; 19(4): 667-672, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36567208

RESUMO

BACKGROUND: Five states have enacted policies granting prescriptive authority to psychologists in an effort to increase access to psychoactive medications; however, little is known regarding the public health impact of these policies. Policies in two of these states, New Mexico and Louisiana, have had sufficient time to license more than a handful of prescribing psychologists. This study estimates the impact of psychologist prescriptive authority policies in New Mexico and Louisiana on deaths attributable to mental illness and suicides. METHODS: State-level annual death rates from all 50 states were obtained for deaths with an underlying cause of death attributable to mental illness and to suicide (1999-2013) from the Centers for Disease Control and Prevention's WONDER database. State characteristics were collected for the pre-policy time period (1999-2004). We estimated the impact of the policy on the rates of deaths attributable to mental illness and to suicide using a comparative interrupted time series design, and policy effect estimates were generated for New Mexico and Louisiana separately. We used the synthetic control method to create synthetic New Mexico and synthetic Louisiana for use as the comparators. RESULTS: Immediately following the start of psychologist prescribing, the rate of deaths attributable to mental illness declined by 4.55 deaths per 100,000 (95% CI: [-8.30, -0.79]) in New Mexico relative to the control, but there was no change in Louisiana. There was no immediate change in the suicide rate in either state; however, the annual change in the overall suicide rate was 0.12 suicides per 100,000 (95% CI: [-0.18, -0.06]) per year lower than expected in Louisiana following implementation. CONCLUSIONS: These findings suggest that policies granting prescriptive authority to psychologists have the potential to reduce the mental health mortality gap, though considerable questions remain.


Assuntos
Transtornos Mentais , Suicídio , Humanos , Estados Unidos/epidemiologia , Homicídio , Causas de Morte , Vigilância da População
17.
Health Aff Sch ; 1(3): qxad038, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-38756672

RESUMO

While child health and health care disparities arising from unequal distribution of resources are well documented, a nationally representative inventory of health and well-being for children across the spectrum of opportunity is lacking. Using the nationally representative sample of children from pooled 2013-2017 Medical Expenditure Panel Survey data linked to the census-tract-level Child Opportunity Index 2.0, a composite measure of neighborhood health, education, and socioeconomic conditions, we describe US children's socioeconomic characteristics, health care utilization and expenditures across the spectrum of child neighborhood opportunity levels. We found that neighborhood level of child opportunity was associated with almost all of children's health status, health care utilization, expenditures, access to care, and satisfaction with care outcomes. Children living in lower-opportunity neighborhoods had the highest rates of poor physical and mental health status and fewest ambulatory care visits but accounted for the highest share of emergency department visits. Their parents were also least likely to report having positive experiences with health care, good communication with providers, and easy access to care. Our findings underscore the myriad harms to children of gaps in health, education, and financial resources at the community level and provide targets for public investments to improve child-focused outcomes.

18.
BMJ Open ; 12(9): e059414, 2022 09 14.
Artigo em Inglês | MEDLINE | ID: mdl-36104124

RESUMO

OBJECTIVES: Emergency departments (EDs) are an important point of contact for people with opioid use disorder (OUD). Universal screening for OUD is costly and often infeasible. Evidence on effective, selective screening is needed. We assessed the feasibility of using a risk factor-based machine learning model to identify OUD quickly among patients presenting in EDs. DESIGN/SETTINGS/PARTICIPANTS: In this cohort study, all ED visits between January 2016 and March 2018 for patients aged 12 years and older were identified from electronic health records (EHRs) data from a large university health system. First, logistic regression modelling was used to describe and elucidate the associations between patient demographic and clinical characteristics and diagnosis of OUD. Second, a Gradient Boosting Classifier was applied to develop a predictive model to identify patients at risk of OUD. The predictive performance of the Gradient Boosting algorithm was assessed using F1 scores and area under the curve (AUC). OUTCOME: The primary outcome was the diagnosis of OUD. RESULTS: Among 345 728 patient ED visits (mean (SD) patient age, 49.4 (21.0) years; 210 045 (60.8%) female), 1.16% had a diagnosis of OUD. Bivariate analyses indicated that history of OUD was the strongest predictor of current OUD (OR=13.4, CI: 11.8 to 15.1). When history of OUD was excluded in multivariate models, baseline use of medications for OUD (OR=3.4, CI: 2.9 to 4.0) and white race (OR=2.9, CI: 2.6 to 3.3) were the strongest predictors. The best Gradient Boosting model achieved an AUC of 0.71, accuracy of 0.96 but only 0.45 sensitivity. CONCLUSIONS: Patients who present at the ED with OUD are high-need patients who are typically smokers with psychiatric, chronic pain and substance use disorders. A machine learning model did not improve predictive ability. A quick review of a patient's EHR for history of OUD is an efficient strategy to identify those who are currently at greatest risk of OUD.


Assuntos
Dor Crônica , Transtornos Relacionados ao Uso de Opioides , Dor Crônica/tratamento farmacológico , Estudos de Coortes , Serviço Hospitalar de Emergência , Feminino , Humanos , Aprendizado de Máquina , Masculino , Pessoa de Meia-Idade , Transtornos Relacionados ao Uso de Opioides/diagnóstico , Transtornos Relacionados ao Uso de Opioides/tratamento farmacológico , Transtornos Relacionados ao Uso de Opioides/epidemiologia
19.
Health Expect ; 25(4): 1643-1651, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35678017

RESUMO

BACKGROUND: The preferences of autism stakeholders regarding the top priorities for future autism research are largely unknown. OBJECTIVE: This study had two objectives: First, to examine what autism stakeholders think new research investments should be and the attributes of investment that they consider important, and second, to explore the feasibility, acceptability and outcomes of two prioritization exercises among autism stakeholders regarding their priorities for future research in autism. DESIGN: This was  a prospective stakeholder-engaged iterative study consisting of best-worst scaling (BWS) and direct prioritization exercise. SETTING AND PARTICIPANTS: A national snowball sample of 219 stakeholders was included: adults with autism, caregivers, service providers and researchers. MAIN OUTCOME MEASURES: The main outcomes measures were attributes that participants value in future research investments, and priority research investments for future research. RESULTS: Two hundred and nineteen participants completed the exercises, of whom 11% were adults with autism, 58% were parents/family members, 37% were service providers and 21% were researchers. Among stakeholders, the BWS exercises were easier to understand than the direct prioritization, less frequently skipped and yielded more consistent results. The proportion of children with autism affected by the research was the most important attribute for all types of stakeholders. The top three priorities among future research investments were (1) evidence on which child, family and intervention characteristics lead to the best/worst outcomes; (2) evidence on how changes in one area of a child's life are related to changes in other areas; and (3) evidence on dietary interventions. Priorities were similar for all stakeholder types. CONCLUSIONS: The values and priorities examined here provide a road map for investigators and funders to pursue autism research that matters to stakeholders. PATIENT OR PUBLIC CONTRIBUTION: Stakeholders completed a BWS and direct prioritization exercise to inform us about their priorities for future autism research.


Assuntos
Transtorno Autístico , Pesquisa Biomédica , Prioridades em Saúde , Adulto , Transtorno Autístico/terapia , Cuidadores , Criança , Estudos de Viabilidade , Humanos , Pais , Estudos Prospectivos
20.
Psychiatr Serv ; 73(12): 1359-1366, 2022 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-35678082

RESUMO

OBJECTIVE: Little is known about the factors African American parents consider when seeking care for their child after emotional and behavioral difficulties emerge. This study aimed to examine factors associated with seeking professional care within 30 days after identifying a child's need (i.e., rapid care seeking) and with deferring care for ≥1 year. METHODS: This cross-sectional study surveyed African American parents raising a child with emotional or developmental challenges (N=289). Logistic regression was used to examine associations of parent activation, medical mistrust, and care-seeking barriers with two outcomes: rapidly seeking care and deferring care seeking. RESULTS: About 22% of parents rapidly sought care, and 49% deferred care for 1 year or longer. Parents were more likely to rapidly seek care if they had higher parent activation scores; lived with other adults with mental health challenges; or, contrary to the authors' hypothesis, mistrusted doctors. Parents were less likely to rapidly seek care if the challenge did not initially bother them much or if their health insurance would not cover the service. Parents were more likely to defer care if they feared involuntary hospitalization for their child or if their health insurance would not cover the service. Parents were less likely to defer care if they had at least some college education or lived with other adults with mental health challenges. CONCLUSIONS: Community-based pediatric and child welfare professionals should be informed about facilitators and barriers to mental health care seeking as part of efforts to develop interventions that support African American families.


Assuntos
Negro ou Afro-Americano , Confiança , Adulto , Criança , Humanos , Negro ou Afro-Americano/psicologia , Estudos Transversais , Pais/psicologia , Aceitação pelo Paciente de Cuidados de Saúde/psicologia
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