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1.
Science ; 383(6679): 164-167, 2024 01 12.
Article in English | MEDLINE | ID: mdl-38207039

ABSTRACT

It is widely hoped that statistical models can improve decision-making related to medical treatments. Because of the cost and scarcity of medical outcomes data, this hope is typically based on investigators observing a model's success in one or two datasets or clinical contexts. We scrutinized this optimism by examining how well a machine learning model performed across several independent clinical trials of antipsychotic medication for schizophrenia. Models predicted patient outcomes with high accuracy within the trial in which the model was developed but performed no better than chance when applied out-of-sample. Pooling data across trials to predict outcomes in the trial left out did not improve predictions. These results suggest that models predicting treatment outcomes in schizophrenia are highly context-dependent and may have limited generalizability.


Subject(s)
Antipsychotic Agents , Machine Learning , Schizophrenia , Humans , Antipsychotic Agents/therapeutic use , Models, Statistical , Prognosis , Schizophrenia/drug therapy , Treatment Outcome , Male , Female , Child , Adolescent , Young Adult , Adult , Middle Aged , Aged , Aged, 80 and over
2.
PLoS One ; 18(11): e0294414, 2023.
Article in English | MEDLINE | ID: mdl-37988363

ABSTRACT

Mental health issues are a growing concern in the workplace, linked to negative outcomes including reduced productivity, increased absenteeism, and increased turnover. Employer-sponsored mental health benefits that are accessible and proactive may help address these concerns. The aim of this retrospective cohort study was to evaluate the impact of a digital mental health benefit (Spring Health) on frontline healthcare service workers' clinical and workplace outcomes. The benefit was sponsored by a national health services company from 2021-2022 and included mental health screening, care navigation, psychotherapy and/or medication management. We hypothesized program use would be associated with improvements in depression and anxiety symptoms, and increased productivity and retention. Participants were employees enrolled in the benefit program, had at least moderate anxiety or depression, at least 1 treatment appointment, and at least 2 outcome assessments. Clinical improvement measures were PHQ-9 scale (range, 0-27) for depression and GAD-7 scale (range, 0-21) for anxiety; workplace measures were employee retention and the Sheehan Disability Scale (SDS) for functional impairment. A total of 686 participants were included. Participants using the mental health benefit had a 5.60 point (95% CI, 4.40-6.79, d = 1.28) reduction in depression and a 5.48 point (95% CI, 3.88-7.08, d = 1.64) reduction in anxiety across 6 months. 69.9% (95% CI, 61.8%-78.1%) of participants reliably improved (≥5 point change) and 84.1% (95% CI, 78.2%-90.1%) achieved reliable improvement or recovery (<10 points). Participants reported 0.70 (95% CI, 0.26-1.14) fewer workdays per week impacted by mental health issues, corresponding to $3,491 (95% CI, $1305-$5677) salary savings at approximately federal median wage ($50,000). Furthermore, employees using the benefit were retained at 1.58 (95% CI, 1.4-1.76) times the rate of those who did not. Overall, this evaluation suggests that accessible, proactive, and comprehensive mental health benefits for frontline health services workers can lead to positive clinical and workplace outcomes.


Subject(s)
Mental Health , Workplace , Humans , Retrospective Studies , Anxiety/therapy , Mass Screening
3.
JAMA Netw Open ; 6(6): e2318020, 2023 06 01.
Article in English | MEDLINE | ID: mdl-37326995

ABSTRACT

Importance: White individuals are the greatest users of complementary and integrative health (CIH) therapies in the general population, but this might partially be due to differences in age, health condition, and location. Identifying the nuances in racial and ethnic differences in care is one important step to addressing them. Objective: To evaluate racial and ethnic differences in Veterans Affairs (VA)-covered CIH therapy use in a more nuanced manner by examining the association of 5 demographic characteristics, health conditions, and medical facility locations with those differences. Design, Setting, and Participants: Retrospective cross-sectional observational study of VA health care system users, using electronic health record and administrative data at all VA medical facilities and community-based clinics. Participants included veterans with nonmissing race and ethnicity data using VA-funded health care between October 2018 and September 2019. Data were analyzed from June 2022 to April 2023. Main Outcome and Measure: Any use of VA-covered acupuncture, chiropractic care, massage therapy, yoga, or meditation/mindfulness. Results: The sample consisted of 5 260 807 veterans with a mean (SD) age of 62.3 (16.4) years and was 91% male (4 788 267 veterans), 67% non-Hispanic White (3 547 140 veterans), 6% Hispanic (328 396 veterans), and 17% Black (903 699 veterans). Chiropractic care was the most used CIH therapy among non-Hispanic White veterans, Hispanic veterans, and veterans of other races and ethnicities, while acupuncture was the most commonly used therapy among Black veterans. When not accounting for the location of the VA medical facilities in which veterans used health care, Black veterans appeared more likely to use yoga and meditation than non-Hispanic White veterans and far less likely to use chiropractic care, while those of Hispanic or other race and ethnicity appeared more likely to use massage than non-Hispanic White veterans. However, those differences mostly disappeared once controlling for medical facility location, with few exceptions-after adjustment Black veterans were less likely than non-Hispanic White veterans to use yoga and more likely to use chiropractic care. Conclusions and Relevance: This large-scale, cross-sectional study found racial and ethnic differences in use of 4 of 5 CIH therapies among VA health care system users when not considering their medical facility location. Given those differences mostly disappeared once medical facilities were accounted for, the results demonstrated the importance of considering facilities and residential locations when examining racial differences in CIH therapy use. Medical facilities could be a proxy for the racial and ethnic composition of their patients, CIH therapy availability, regional patient or clinician attitudes, or therapy availability.


Subject(s)
Veterans , United States , Humans , Male , Middle Aged , Female , Cross-Sectional Studies , Retrospective Studies , United States Department of Veterans Affairs , Ethnicity
4.
Mindfulness (N Y) ; 14(5): 1192-1203, 2023.
Article in English | MEDLINE | ID: mdl-37304655

ABSTRACT

Objectives: When parenting-related stressors and coping resources are chronically imbalanced, there is risk of parental burnout, and consequent negative impact on parent and child wellbeing. The objective of this study was to determine the relations between structural and social determinants of health inequities, self-compassion (a theoretically indicated coping practice), and parental burnout during the COVID-19 pandemic. Method: Participants were parents (n = 2324) with at least one child aged 4-17 in the household recruited from NORC's AmeriSpeak Panel (a probability-based panel providing coverage of 97% of the US household population). Parents completed an online or telephone questionnaire in English or Spanish in December 2020. Structural equation modeling was used to test a system of relations between income, race and ethnicity, parental burnout, and parent and child mental health. Indirect effects and moderation by self-compassion were also tested. Results: On average, parents experienced symptoms of burnout several days per week. Symptoms were the most frequent among parents with the least income, as well as female-identified and Asian parents. More self-compassion was associated with less parental burnout, and fewer parent and child mental health difficulties. Black and Hispanic parents were more self-compassionate compared to white parents, helping to explain similar levels of parental burnout and relatively better mental health outcomes, despite comparatively more stressors. Conclusions: Self-compassion is a potentially promising target for interventions aiming to address parental burnout; however, such efforts must not detract from critical structural changes to reduce parenting stressors, particularly those impacting parents experiencing systemic racism and other forms of socioeconomic disadvantage. Preregistration: This study is not preregistered. Supplementary Information: The online version contains supplementary material available at 10.1007/s12671-023-02104-9.

5.
BMJ Open ; 12(8): e066497, 2022 08 23.
Article in English | MEDLINE | ID: mdl-35998966

ABSTRACT

INTRODUCTION: Depression is common among community-dwelling older adults who make use of senior centre services yet remains undertreated due to a lack of acceptable and available treatments. Emerging evidence suggests that lay health providers can offer psychosocial interventions for mental health disorders experienced by older adults. We developed a streamlined Behavioural Activation intervention (called 'Do More, Feel Better'; DMFB) to be delivered by older adult volunteers and propose to compare its effectiveness to that of clinician-delivered behavioural activation (BA). METHODS AND ANALYSIS: This study is a type I collaborative randomised effectiveness trial testing the effect of DMFB in comparison to BA among 288 senior centre clients (aged 60+). Participant clients will be recruited from 6 Seattle, 6 New York City and 6 Tampa area senior centres serving economically and ethnically diverse communities. Primary outcomes will be increased activity level (target) and decreased depressive symptoms. Secondary outcomes will be functioning and client satisfaction, and an exploratory outcome will be treatment fidelity. ETHICS AND DISSEMINATION: The study received ethics approval from the University of Washington Institutional Review Board (STUDY00011434). Client, volunteer and clinician participants will all provide informed consent for study procedures through in-person or remote contact with investigators. Results of this study will be presented in peer-reviewed journals and at professional conferences. TRIAL REGISTRATION NUMBER: NCT04621877; ClinicalTrials.gov.


Subject(s)
Behavior Therapy , Senior Centers , Aged , Depression/psychology , Humans , New York City , Quality of Life , Randomized Controlled Trials as Topic
6.
JAMA Netw Open ; 5(6): e2216349, 2022 06 01.
Article in English | MEDLINE | ID: mdl-35679044

ABSTRACT

Importance: Investment in workplace wellness programs is increasing despite concerns about lack of clinical benefit and return on investment (ROI). In contrast, outcomes from workplace mental health programs, which treat mental health difficulties more directly, remain mostly unknown. Objective: To determine whether participation in an employer-sponsored mental health benefit was associated with improvements in depression and anxiety, workplace productivity, and ROI as well as to examine factors associated with clinical improvement. Design, Setting, and Participants: This cohort study included participants in a US workplace mental health program implemented by 66 employers across 40 states from January 1, 2018, to January 1, 2021. Participants were employees who enrolled in the mental health benefit program and had at least moderate anxiety or depression, at least 1 appointment, and at least 2 outcome assessments. Intervention: A digital platform that screened individuals for common mental health conditions and provided access to self-guided digital content, care navigation, and video and in-person psychotherapy and/or medication management. Main Outcomes and Measures: Primary outcomes were the Patient Health Questionnaire-9 for depression (range, 0-27) score and the Generalized Anxiety Disorder 7-item scale (range, 0-21) score. The ROI was calculated by comparing the cost of treatment to salary costs for time out of the workplace due to mental health symptoms, measured with the Sheehan Disability Scale. Data were collected through 6 months of follow-up and analyzed using mixed-effects regression. Results: A total of 1132 participants (520 of 724 who reported gender [71.8%] were female; mean [SD] age, 32.9 [8.8] years) were included. Participants reported improvements from pretreatment to posttreatment in depression (b = -6.34; 95% CI, -6.76 to -5.91; Cohen d = -1.11; 95% CI, -1.18 to -1.03) and anxiety (b = -6.28; 95% CI, -6.77 to -5.91; Cohen d = -1.21; 95% CI, -1.30 to -1.13). Symptom change per log-day of treatment was similar post-COVID-19 vs pre-COVID-19 for depression (b = 0.14; 95% CI, -0.10 to 0.38) and anxiety (b = 0.08; 95% CI, -0.22 to 0.38). Workplace salary savings at 6 months at the federal median wage was US $3440 (95% CI, $2730-$4151) with positive ROI across all wage groups. Conclusions and Relevance: Results of this cohort study suggest that an employer-sponsored workplace mental health program was associated with large clinical effect sizes for employees and positive financial ROI for employers.


Subject(s)
COVID-19 , Workplace , Adult , Cohort Studies , Female , Humans , Male , Mental Health , Pandemics
7.
J Consult Clin Psychol ; 90(5): 381-391, 2022 May.
Article in English | MEDLINE | ID: mdl-35604745

ABSTRACT

OBJECTIVE: This study assessed the efficacy of the marriage checkup, as adapted to integrated primary care settings and active-duty military couples, for improving relationship health and depressive symptoms. METHOD: Married couples (N = 244, Mage = 32.4, 67.6% Caucasian) in which at least one member was active-duty Air Force were recruited from bases across the U.S. via online advertisement, emails sent from medical clinics to enrolled beneficiaries, social media posts, and flyers, and randomly assigned to active treatment or waitlist control. Treatment and control couples were linked in pairs sequentially and pairs completed nine sets of questionnaires at baseline, 1-, and 6-month posttreatment. Outcome measures included the Couples Satisfaction Index, Intimate Safety Questionnaire, Responsive Attention Scale, Partner Compassion Scale, Communication Skills Test, and the Center for Epidemiologic Studies Depression Scale. RESULTS: A three-level multilevel model indicated, after adjustment for multiple comparisons, treatment couples experienced statistically significant small-to-moderate improvements compared to the control group (Cohen's d from 0.21 to 0.55) at 1 month that were sustained at 6 months for relationship satisfaction, responsive attention, compassion toward their partners, communication skills, intimate safety, and depressive symptoms. CONCLUSIONS: A longitudinal randomized control trial of the MC supports the hypothesis that the MC significantly improves relationship satisfaction, intimacy, communication, partner compassion, responsive attention, and depressive symptoms. Implications for theory, treatment, and dissemination are discussed. (PsycInfo Database Record (c) 2022 APA, all rights reserved).


Subject(s)
Marriage , Military Personnel , Primary Health Care , Spouses , Depression/therapy , Family Conflict/psychology , Humans , Interpersonal Relations , Longitudinal Studies , Marriage/psychology , Military Family/psychology , Military Health , Military Personnel/psychology , Personal Satisfaction , Primary Health Care/methods , Sexual Partners/psychology , Spouses/psychology
8.
Behav Ther ; 53(3): 458-468, 2022 05.
Article in English | MEDLINE | ID: mdl-35473649

ABSTRACT

This pilot randomized control trial (RCT) tested "Do More, Feel Better" (DMFB), a lay-delivered Behavioral Activation intervention for depressed senior center clients. The study examined: (1) the feasibility of training older lay volunteers to fidelity; and (2) the acceptability, safety, and impact of the intervention. Twenty-one lay volunteers at four senior centers were trained in DMFB. Fifty-six depressed clients were randomized to receive 9 sessions of DMFB or Behavioral Activation delivered by social workers (MSW BA). Research assessments of overall client activity level (BADS) and depression severity (HAM-D) were conducted at baseline and Weeks 3, 6, and 9. Eighty-one percent of lay volunteers who underwent training were formally certified in DMFB. Depressed clients receiving each intervention reported high levels of satisfaction and showed large and clinically significant changes in 9-week activity level (d ≥ 1.35) and depression severity (d ≥ 3.34). Differences between treatment groups were very small for both activity level (dMSW = 0.16; 95% CI, -0.70 to 1.02) and depression (dMSW = 0.14; 95% CI, -0.63 to 0.91). Increases in activity level were associated with decreases in depression (ß = -0.42; 95% CI, -0.55 to -0.30). Both interventions appeared to work as intended by increasing activity level and reducing depression severity. "Do More, Feel Better" shows the potential of evidence-based behavioral interventions delivered by supervised lay volunteers, and can help address the insufficient workforce available to meet the mental health needs of community-dwelling older adults.


Subject(s)
Behavior Therapy , Senior Centers , Aged , Emotions , Humans , Mental Health
9.
J Rural Health ; 38(4): 721-727, 2022 09.
Article in English | MEDLINE | ID: mdl-34427352

ABSTRACT

PURPOSE: Compared to urban areas, rural populations are less likely to engage in mental health care. Using data from the Study to Promote Innovation in Rural Integrated Telepsychiatry, we examined the effect of rurality on engagement in mental health treatment as well as the role of potential mediators. METHODS: Data were obtained from medical records and surveys. We defined rurality using the rural-urban commuting area codes. Baseline mediators included the Endorsed and Anticipated Stigma Inventory and the Assessment of Perceived Access to Care. Engagement outcomes included number of psychotherapy visits and self-reported medication use. We used path analysis to examine the relationship between rurality and engagement and the influence of mediating variables. FINDINGS: Rural participants were less likely to initiate psychotherapy (OR = 0.49; adjusted P = .036), although rurality was not associated with number of psychotherapy sessions or medication use. Rurality was associated with a small elevation in negative beliefs about mental health, but this potential mediator was not associated with engagement. Rurality was negatively associated with lower perceived need for treatment (OR = 0.67, adjusted P = .040), which was in turn positively associated with initiating psychotherapy (OR = 1.99, adjusted P = .001). CONCLUSIONS: Neither rurality itself nor the potential mediators had a large effect on engagement. Federally Qualified Health Centers offering colocated and/or integrated mental health care appear to be mostly mitigating rural-urban disparities in mental health engagement. Improving rates of psychotherapy initiation for rural patients should remain a policy goal.


Subject(s)
Psychiatry , Telemedicine , Humans , Mental Health , Primary Health Care , Psychotherapy , Rural Population
10.
J Gen Intern Med ; 37(7): 1680-1687, 2022 05.
Article in English | MEDLINE | ID: mdl-34145517

ABSTRACT

BACKGROUND: Measurement-based care is an effective clinical strategy underutilized for bipolar disorder partly due to lacking a widely adopted patient-reported manic symptom measure. OBJECTIVE: To report development and psychometric properties of a brief patient-reported manic symptom measure. DESIGN: Secondary analysis of data collected in a randomized effectiveness trial comparing two treatments for 1004 primary care patients screening positive for bipolar disorder and/or PTSD. PARTICIPANTS: Two analytic samples included 114 participants with varied diagnoses and test-retest data, and 179 participants with psychiatrist-diagnosed bipolar disorder who had two or more assessments with the nine-item Patient Mania Questionnaire-9 [PMQ-9]). MAIN MEASURES: Internal and test-retest reliability, concurrent validity, and sensitivity to change were assessed. Minimally important difference (MID) was estimated by standard error of measurement (SEM) and by standard deviation (SD) effect sizes. KEY RESULTS: The PMQ-9 had high internal reliability (Cronbach's alpha = 0.88) and test-retest reliability (0.85). Concurrent validity correlation with manic symptom measures was high for the Internal State Scale-Activation Subscale (0.70; p<0.0001), and lower for the Altman Mania Rating Scale (0.26; p=0.007). Longitudinally, PMQ-9 was completed at 1511 clinical encounters in 179 patients with bipolar disorder. Mean PMQ-9 score at first and last encounters was 14.5 (SD 6.5) and 10.1 (SD 7.0), a 27% decrease in mean score during treatment, suggesting sensitivity to change. A point estimate of the MID was approximately 3 points (range of 2-4). CONCLUSIONS: The PMQ-9 demonstrated excellent test-retest reliability, concurrent validity, internal consistency, and sensitivity to change and was widely used and acceptable to patients and clinicians in a pragmatic clinical trial. Combined with the Patient Health Questionnaire-9 (PHQ-9) measure of depressive symptoms this brief measure could inform measurement-based care for individuals with bipolar disorder in primary care and mental health care settings given its ease of administration and familiar self-report response format.


Subject(s)
Bipolar Disorder , Mania , Bipolar Disorder/diagnosis , Bipolar Disorder/therapy , Humans , Psychometrics , Randomized Controlled Trials as Topic , Reproducibility of Results , Surveys and Questionnaires
11.
J Rural Health ; 38(3): 583-593, 2022 06.
Article in English | MEDLINE | ID: mdl-34957607

ABSTRACT

PURPOSE: To develop and psychometrically evaluate a brief measure of the telemental health experience among people receiving psychiatric and psychological care-the Telepsych User Experience Scale (TUES). METHODS: The TUES was administered at 6 months to 364 study participants who screened positive for posttraumatic stress disorder and/or bipolar disorder and used telepsych services. The factor structure of the TUES was examined using exploratory and confirmatory factor analyses. Psychometric testing of the final scale examined (1) internal reliability, (2) criterion validity, (3) convergent validity, and (4) test-retest reliability using omega coefficients, negative binomial regression, and correlations, respectively. A week after the 12-month follow-up survey was completed, a retest was administered to 29 patients to assess reliability. FINDINGS: Factor analytic methods indicated a single latent factor (user experience) and correlated error variance (method effect of item wording) for 2 items. To enhance clinical utility, we removed the 2 negatively worded items, resulting in a 5-item scale. Confirmatory analyses indicated excellent fit of the final model, which retained the best performing items from each hypothesized construct. The TUES demonstrated evidence of internal consistency (omega = 0.88-0.90), convergent validity, (r = 0.58), and criterion validity through telepsych engagement (incidence rate ratio = 1.19, P < .001), though test-retest reliability was unacceptable (r = 0.41). CONCLUSION: The TUES is a pragmatic instrument with evidence of validity and internal reliability. Replication is necessary, but this initial psychometric evaluation suggests the TUES is a promising, brief yet comprehensive measure of telemental health user experience with clinical populations in rural settings.


Subject(s)
Rural Population , Factor Analysis, Statistical , Humans , Psychometrics/methods , Reproducibility of Results , Surveys and Questionnaires
12.
JAMA Netw Open ; 4(9): e2124092, 2021 09 01.
Article in English | MEDLINE | ID: mdl-34477850

ABSTRACT

Importance: In-person schooling has been disrupted for most school-aged youth during the COVID-19 pandemic, with low-income, Black, and Hispanic populations most likely to receive fully remote instruction. Disruptions to in-person schooling may have negatively and inequitably affected children's mental health. Objective: To estimate the association between school closures and child mental health outcomes and how it varies across sociodemographic factors. Design, Setting, and Participants: This cross-sectional population-based survey study included a nationally representative sample of US adults aged 18 to 64 years with at least 1 child in the household. The survey was administered between December 2 and December 21, 2020, via web and telephone in English and Spanish. Participants were recruited from the NORC AmeriSpeak panel, an address-based panel with known probability sampling and coverage of 97% of US households. Exposures: Schooling modality (in person, fully remote, or hybrid), household income, age. Main Outcomes and Measures: Child mental health difficulties were measured with the parent-report version of the Strengths and Difficulties Questionnaire, with small, medium, and large effect sizes defined as 1.3-, 3.3-, and 5.2-point differences, respectively. Results: A total of 2324 adults completed the survey. Overall, 1671 respondents (71.9%) were women, 244 (10.5%) were Black, 372 (16.0%) were Hispanic, and 421 (18.1%) had a high school education or less. Children attending school in-person had higher household incomes (mean difference, $9719; 95% CI, $4327 to $15 111; P < .001) and were more likely to be White compared with those attending remotely (366 of 556 [65.8%] vs 597 of 1340 [44.5%]; P < .001). Older children in remote schooling had more mental health difficulties than those attending in-person schooling (standardized effect size, 0.23 [95% CI, 0.07 to 0.39] per year older; P = .006), corresponding to small effect sizes in favor of in-person schooling for older children and very small effect sizes favoring remote schooling for younger children. Children from families with higher income benefitted more from attending schools in-person compared with their peers from families with lower income (B = -0.20 [95% CI, -0.10 to -0.30] per $10 000-increase in annual income; P < .001), although this advantage was not apparent for children attending hybrid school (B = -0.05 [95% CI, -0.16 to 0.06] per $10 000-increase in annual income; P = .34), and directionally lower but not significantly different for children attending remote school (B = -0.12 [95% CI, -0.04 to -0.20] per $10 000-increase in annual income; P < .001). Learning pods fully buffered the associations of hybrid schooling (d = -0.25; 95% CI, -0.47 to -0.04) but not remote schooling (d = 0.04; 95% CI, -0.10 to 0.18) with negative mental health outcomes. Conclusions and Relevance: The findings of this study suggest that older and Black and Hispanic children as well as those from families with lower income who attend school remotely may experience greater impairment to mental health than their younger, White, and higher-income counterparts. Ensuring that all students have access to additional educational and mental health resources must be an important public health priority, met with appropriate funding and workforce augmentation, during and beyond the COVID-19 pandemic.


Subject(s)
Communicable Disease Control/methods , Mental Health , Schools/organization & administration , Students/psychology , Adolescent , Adult , COVID-19/epidemiology , Child , Cross-Sectional Studies , Education, Distance , Female , Humans , Male , Middle Aged , Pandemics , Parents , SARS-CoV-2 , Surveys and Questionnaires , United States , Young Adult
13.
JAMA Psychiatry ; 78(11): 1189-1199, 2021 11 01.
Article in English | MEDLINE | ID: mdl-34431972

ABSTRACT

Importance: Only one-third of patients with complex psychiatric disorders engage in specialty mental health care, and only one-tenth receive adequate treatment in primary care. Scalable approaches are critically needed to improve access to effective mental health treatments in underserved primary care settings. Objective: To compare 2 clinic-to-clinic interactive video approaches to delivering evidence-based mental health treatments to patients in primary care clinics. Design, Setting, and Participants: This pragmatic comparative effectiveness trial used a sequential, multiple-assignment, randomized trial (SMART) design with patient-level randomization. Adult patients treated at 24 primary care clinics without on-site psychiatrists or psychologists from 12 federally qualified health centers in 3 states who screened positive for posttraumatic stress disorder and/or bipolar disorder and who were not already receiving pharmacotherapy from a mental health specialist were recruited from November 16, 2016, to June 30, 2019, and observed for 12 months. Interventions: Two approaches were compared: (1) telepsychiatry/telepsychology-enhanced referral (TER), where telepsychiatrists and telepsychologists assumed responsibility for treatment, and (2) telepsychiatry collaborative care (TCC), where telepsychiatrists provided consultation to the primary care team. TER included an adaptive intervention (phone-enhanced referral [PER]) for patients not engaging in treatment, which involved telephone outreach and motivational interviewing. Main Outcomes and Measures: Survey questions assessed patient-reported outcomes. The Veterans RAND 12-item Health Survey Mental Component Summary (MCS) score was the primary outcome (range, 0-100). Secondary outcomes included posttraumatic stress disorder symptoms, manic symptoms, depressive symptoms, anxiety symptoms, recovery, and adverse effects. Results: Of 1004 included participants, 701 of 1000 (70.1%) were female, 660 of 994 (66.4%) were White, and the mean (SD) age was 39.4 (12.9) years. Baseline MCS scores were 2 SDs below the US mean; the mean (SD) MCS scores were 39.7 (14.1) and 41.2 (14.2) in the TCC and TER groups, respectively. There was no significant difference in 12-month MCS score between those receiving TCC and TER (ß = 1.0; 95% CI, -0.8 to 2.8; P = .28). Patients in both groups experienced large and clinically meaningful improvements from baseline to 12 months (TCC: Cohen d = 0.81; 95% CI, 0.67 to 0.95; TER: Cohen d = 0.90; 95% CI, 0.76 to 1.04). For patients not engaging in TER at 6 months, there was no significant difference in 12-month MCS score between those receiving PER and TER (ß = 2.0; 95% CI, -1.7 to 5.7; P = .29). Conclusions and Relevance: In this comparative effectiveness trial of patients with complex psychiatric disorders randomized to receive TCC or TER, significantly and substantially improved outcomes were observed in both groups. From a health care system perspective, clinical leadership should implement whichever approach is most sustainable. Trial Registration: ClinicalTrials.gov Identifier: NCT02738944.


Subject(s)
Bipolar Disorder/therapy , Delivery of Health Care, Integrated/organization & administration , Outcome and Process Assessment, Health Care , Primary Health Care/organization & administration , Psychiatry/organization & administration , Referral and Consultation/organization & administration , Stress Disorders, Post-Traumatic/therapy , Telemedicine/organization & administration , Adult , Comparative Effectiveness Research , Evidence-Based Practice/organization & administration , Female , Humans , Male , Middle Aged , Patient Reported Outcome Measures , Psychology/organization & administration
14.
Child Dev ; 92(4): e343-e363, 2021 07.
Article in English | MEDLINE | ID: mdl-33423273

ABSTRACT

Studies of developmental trajectories of depression are important for understanding depression etiology. Existing studies have been limited by short time frames and no studies have explored a key factor: differential patterns of responding to life events. This article introduces a novel analytic technique, growth mixture modeling with structured residuals, to examine the course of youth depression in a large, prospective cohort (N = 11,641, ages 4-16.5, 96% White). Age-specific critical points were identified at ages 8 and 13 where depression symptoms spiked for a minority of children. Most depression risk was due to dynamic responses to environmental events, drawn not from a small pool of persistently depressed children, but a larger pool of children who varied across higher and lower symptom levels.


Subject(s)
Depression , Individuality , Adolescent , Child , Child, Preschool , Cohort Studies , Humans , Prospective Studies
15.
Fam Syst Health ; 39(1): 89-100, 2021 03.
Article in English | MEDLINE | ID: mdl-32853001

ABSTRACT

INTRODUCTION: Health informatics-supported strategies for training and ongoing support may aid the delivery of evidence-based psychotherapies. The objective of this study was to describe the development, implementation, and practice outcomes of a scalable health informatics-supported training program for behavioral activation for patients who screened positive for posttraumatic stress disorder and/or bipolar disorder. METHOD: We trained 34 care managers in 12 rural health centers. They used a registry checklist to document the delivery of 10 behavioral activation skills for 4,632 sessions with 455 patients. Care managers received performance feedback based on registry data. Using encounter-level data reported by care managers, we described the implementation outcomes of patient reach and care manager skill adoption. We used cross-classified multilevel modeling to explore variation in skill delivery accounting for patient characteristics, provider characteristics, and change over time. RESULTS: Care managers engaged 88% of patients in behavioral activation and completed a minimum course for 57%. The average patient received 5.9 skills during treatment, with substantial variation driven more by providers (63%) than patients (29%). Care managers significantly increased the range of skills offered to patients over time. DISCUSSION: The registry-based checklist was a feasible training and support tool for community-based providers to deliver behavioral activation. Providers received data-driven performance feedback and demonstrated skill improvement over time, promoting sustainment. Future research will examine patient-level outcomes. Results underscore the potential public health impact of a simple registry-based skills checklist coupled with a scalable remote training program for evidence-based psychotherapy. (PsycInfo Database Record (c) 2021 APA, all rights reserved).


Subject(s)
Medical Informatics/standards , Psychotherapy/instrumentation , Rural Population/statistics & numerical data , Telemedicine/methods , Humans , Medical Informatics/methods , Medical Informatics/statistics & numerical data , Psychotherapy/methods , Psychotherapy/statistics & numerical data , Registries/statistics & numerical data , Teaching/statistics & numerical data , Telemedicine/standards , Telemedicine/statistics & numerical data
16.
Soc Sci Med ; 269: 113514, 2021 01.
Article in English | MEDLINE | ID: mdl-33321404

ABSTRACT

RATIONALE: The transition to college presents a period of vulnerability to mental illness, and opportunity for positive psychosocial development. OBJECTIVE: The present study sought to build an explanatory person-centered and contextualized model of student wellbeing in the transition to college. METHOD: Participants were entering first year undergraduate students at a large public university in the United States (n = 5509). Online survey data were collected at three time points across the academic year, with outcomes of depression and anxiety, thriving, and grade point average, and predictors including resilient coping, self-compassion, social support, school connections and the acute and chronic stressors experienced during the transition to college. Latent growth curves were used to examine trajectories of change in depression and anxiety, and a cross-lagged panel model was used to describe a system of how all measured variables influenced each other over time. RESULTS: There were four main findings. On average, students experienced moderate increases in depression and anxiety from the summer before college through the spring, with wide variability across students and no clear patterning by demographic groups. Second, self-compassion was the strongest and most consistent predictor of successful transitions. Third, chronic stressors were strongly predictive of more negative outcomes, and self-compassion and coping skills did not buffer their effects. Finally, people most likely to experience chronic stressors over the school year included women, people who identify as sexual minorities and first-generation students. CONCLUSIONS: Programming to support entering college students should seek to foster self-compassion, while also limiting chronic stressors and reducing their inequitable distribution across the student population.


Subject(s)
Empathy , Universities , Adaptation, Psychological , Anxiety/epidemiology , Female , Humans , Students
17.
J Ambul Care Manage ; 44(1): 31-45, 2021.
Article in English | MEDLINE | ID: mdl-33165120

ABSTRACT

Valid measures of perceived access are needed to measure whether health care systems are providing adequate access. This research reports on the psychometric properties of the Assessment of Perceived Access to Care (APAC), which was administered to 1004 Community Health Center patients screening positive for psychiatric disorders. Known-group validity was good, with 6 of the 8 hypothesized associations between social determinants of access and perceived access being significant (P < .01). Better access was significantly (P < .01) correlated with more outpatient mental health visits, indicating good convergent validity. The test-retest Pearson correlation coefficient (0.64) was statistically significant (P < .01). The APAC has acceptable psychometric properties.


Subject(s)
Mental Disorders , Health Services Accessibility , Humans , Mental Disorders/diagnosis , Mental Disorders/therapy , Mental Health , Psychometrics , Reproducibility of Results , Surveys and Questionnaires
18.
JAMA Pediatr ; 2020 Aug 14.
Article in English | MEDLINE | ID: mdl-32797152

ABSTRACT

IMPORTANCE: As schools consider reopening for in-person instruction prior to availability of a coronavirus disease 2019 (COVID-19) vaccine, families may be weighing their priorities regarding school attendance. OBJECTIVE: To characterize the association of planned in-person school attendance during the COVID-19 pandemic with factors, including family socioeconomic characteristics, and parent attitudes and beliefs about their child's school attendance. DESIGN, SETTING, AND PARTICIPANTS: Cross-sectional survey study. Data were collected from June 2, 2020, to June 5, 2020, weighted to reflect population norms, and analyzed using ordered probit regression. A sample of US parents (of children ages 5-17 years) were recruited using a nonprobability survey panel with stratification by socioeconomic characteristics. MAIN OUTCOMES AND MEASURES: The main outcome was parent-reported plan to send their child to school or keep their child home, conditional on their school opening for in-person instruction. Additional measures assessed family socioeconomic characteristics, medical vulnerability, worry about COVID-19 and multisystem inflammatory syndrome, confidence in their child's school, and homeschooling difficulties. RESULTS: The sample of 730 parents was balanced by parent sex (53% women) with successful oversampling for Black (28%; n = 201) and Hispanic (27%; n = 200) participants. In estimates weighted to US population norms, 31% (95% CI, 27% to 34%) of participants indicated they would probably or definitely keep their child home this fall, and 49% indicated that they would probably or definitely send their child to school this fall. Factors associated with planning to keep children home included lower income (38% with incomes <$50 000 vs 21% with incomes $100 000-$150 000 per year; difference, 17%; 95% CI, 9% to 26%), being unemployed (40% unemployed vs 26% employed; difference, 14%; 95% CI, 5% to 25%), and having a flexible job (33% with flexible jobs vs 19% with inflexible jobs; difference, 14%; 95% CI, 5% to 30%). Planning to keep children home was also associated with fear of COVID-19 (B = 0.19; P < .001), fear of multisystem inflammatory syndrome (B = 0.12; P = .04), confidence in schools (B = -0.22; P < .001), and challenges of homeschooling (B = -0.12; P = .01). Race and ethnicity were not significantly associated with plans to keep children home. CONCLUSIONS AND RELEVANCE: In this survey study, many parents planned to keep children home in fall 2020. Schools need to act soon to address parental concerns and provide options for what will be available for them should they opt to keep their child home. Structural barriers, such as lack of workplace flexibility and potential school-level inequities in implementation of preventive measures, must be acknowledged and addressed where possible.

19.
J Consult Clin Psychol ; 88(11): 1039-1051, 2020 Nov.
Article in English | MEDLINE | ID: mdl-32790452

ABSTRACT

OBJECTIVE: To determine latent classes of treatment receipt among people with comorbid posttraumatic stress disorder (PTSD) and substance use disorder (SUD) and describe each class by demographics, disease characteristics, and psychiatric diagnoses. METHOD: Participants were National Epidemiologic Survey on Alcohol and Related Conditions-III respondents with lifetime PTSD and SUD (n = 1,349; mean age 40.3; 62.5% female; 30.9% non-White or Hispanic-White). Cross-sectional data were collected using the DSM-5 Alcohol Use Disorder and Associated Disabilities Interview Schedule. Latent class analysis was used to identify subgroups of participants with different patterns of treatment receipt. RESULTS: Of the patients, 36% received at least 1 SUD treatment while 84% received at least 1 mental health (MH) treatment. Six latent classes were identified: no treatment (17.3%), outpatient MH (34.0%), outpatient + inpatient MH (17.9%), SUD (7.3%), SUD + outpatient MH (15.7%), and SUD + outpatient MH + inpatient MH (7.7%). The SUD treatment classes evidenced greater social instability, had higher alcohol use disorder symptom severity, and used more drug types than the non-SUD classes. Classes receiving inpatient MH treatment had a greater incidence of additional comorbid conditions and suicidal behaviors. Across all 6 classes, most respondents met diagnostic criteria for chronic PTSD (overall: 68.9%) while fewer met diagnostic criteria for chronic SUD (overall: 38.7%). CONCLUSIONS: Most people with lifetime PTSD and SUD have sought either SUD or MH treatment or both, with substantially greater receipt of MH treatment. This comorbid group has complex clinical presentations that differ depending upon treatment subgroup, and for most, their PTSD persisted despite high rates of treatment engagement. (PsycInfo Database Record (c) 2020 APA, all rights reserved).


Subject(s)
Stress Disorders, Post-Traumatic/therapy , Substance-Related Disorders/therapy , Adult , Alcoholism/complications , Alcoholism/psychology , Alcoholism/therapy , Comorbidity , Cross-Sectional Studies , Diagnostic and Statistical Manual of Mental Disorders , Female , Humans , Male , Middle Aged , Psychotherapy , Stress Disorders, Post-Traumatic/complications , Stress Disorders, Post-Traumatic/psychology , Substance-Related Disorders/complications , Substance-Related Disorders/psychology
20.
Gen Hosp Psychiatry ; 65: 28-32, 2020.
Article in English | MEDLINE | ID: mdl-32447194

ABSTRACT

OBJECTIVE: To describe clinical diagnoses from telepsychiatrist consultation in safety net primary care settings for adult patients screening positive for bipolar disorder, PTSD, or both. METHODS: Patients were administered the PTSD Checklist (PCL-6) and the Composite International Diagnostic Interview 3.0 (CIDI) for bipolar disorder. Positive screening result definitions were PCL-6 score of ≥14 and CIDI positive stem question responses and score of ≥8. Patient characteristics were assessed by survey. Psychiatrists consulted in primary care via telehealth and recorded clinical diagnoses. RESULTS: Among 767 patients attending consultation with a telepsychiatrist, 495 (65%) screened PCL-6 positive only, 249 (32%) screened both PCL-6 and CIDI positive, and 23 (3%) screened CIDI positive. Approximately two-thirds screening PCL-6 positive were diagnosed with PTSD, and most had comorbid mood disorder diagnoses, with bipolar disorder diagnosis occurring more often in those screening CIDI positive compared to negative (42% vs. 15%). Positive predictive values were 64.9% for PCL-6 and 43.8% for CIDI. CONCLUSION: Most individuals screening positive for PTSD and/or bipolar disorder had two or more psychiatric diagnoses; misclassification exists for both instruments but was greater for CIDI. Psychiatrist consultation early in treatment for individuals screening positive on the PCL-6 and/or CIDI could help clarify diagnoses and improve treatment planning.


Subject(s)
Bipolar Disorder/diagnosis , Interview, Psychological/standards , Primary Health Care/statistics & numerical data , Psychiatric Status Rating Scales/standards , Psychiatry/statistics & numerical data , Safety-net Providers/statistics & numerical data , Stress Disorders, Post-Traumatic/diagnosis , Telemedicine/statistics & numerical data , Adult , Bipolar Disorder/epidemiology , Comorbidity , Female , Humans , Male , Mental Health Services/statistics & numerical data , Middle Aged , Mood Disorders/diagnosis , Mood Disorders/epidemiology , Predictive Value of Tests , Referral and Consultation/statistics & numerical data , Stress Disorders, Post-Traumatic/epidemiology
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