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1.
Arch Suicide Res ; : 1-23, 2023 Aug 18.
Article in English | MEDLINE | ID: mdl-37593936

ABSTRACT

This review evaluates the strength of evidence for school-based mental health and suicide prevention programs that meet the legal eligibility criteria of the Suicide Training and Awareness Nationally Delivered for Universal Prevention Act of 2021 (STANDUP Act). Included studies were aggregated by program and a program's overall body of evidence was evaluated using the LEGEND system. Requirements for implementation were also documented. We identified 29 studies, which, when aggregated, encompassed 12 unique programs that meet the statute's evidence-based criteria. All four outcomes described in the statute were measured, with help-seeking being the most commonly measured. Two programs were assigned a high level of evidence in decreasing suicidal thoughts and behaviors. The findings serve as a resource for school officials in identifying evidence-based mental health and suicide prevention programs and understanding the resources needed for implementation.

2.
Article in English | MEDLINE | ID: mdl-32477623

ABSTRACT

Research Domain Criteria (RDoC), which is a recently introduced framework for mental illness, utilizes various units of analysis from genetics, neural circuits, etc., for accurate multi-dimensional classification of mental illnesses. Due to the large amount of relevant biomedical research available, automating the process of extracting evidence from the literature to assist with the curation of the RDoC matrix is essential for processing the full breadth of data in an accurate and cost-effective manner. In this work, we formulate the task of information retrieval of brain research literature from general PubMed abstracts. We develop BRret (Brain Research retriever), a novel algorithm for brain research related article retrieval. We use a large dataset of PubMed abstracts annotated with RDoC concepts to demonstrate the effectiveness of BRret. To the best of our knowledge, this is the first study aimed at automated retrieval of brain research related literature.

3.
JMIR Ment Health ; 6(6): e12848, 2019 Jun 25.
Article in English | MEDLINE | ID: mdl-31237566

ABSTRACT

BACKGROUND: Patient education has taken center stage in successfully shared decision making between patients and health care providers. However, little is known about how patients with bipolar disorder typically obtain information on their illness and the treatment options available to them. OBJECTIVE: This study aimed to obtain the perspectives of patients with bipolar disorder and their family members on the preferred and most effectively used information channels on bipolar disorder and the available treatment options. METHODS: We conducted nine focus groups in Montana, New Mexico, and California, in which we surveyed 84 individuals including patients with bipolar disorder and family members of patients with bipolar disorder. The participants were recruited using National Alliance on Mental Illness mailing lists and websites. Written verbatim responses to semistructured questionnaires were analyzed using summative content analysis based on grounded theory. Two annotators coded and analyzed the data on the sentence or phrase level to create themes. Relationships between demographics and information channel were also examined using the Chi-square and Fisher exact tests. RESULTS: The focus group participants mentioned a broad range of information channels that were successfully used in the past and could be recommended for future information dissemination. The majority of participants used providers (74%) and internet-based resources (75%) as their main information sources. There was no association between internet use and basic demographics such as age or geographical region of the focus groups. Patients considered time constraints and the fast pace in which an overwhelming amount of information is often presented by the provider as major barriers to successful provider-patient interactions. If Web-based channels were used, the participants perceived information obtained through Web-based channels as more helpful than information received in the provider's office (P<.05). CONCLUSIONS: Web-based resources are increasingly used by patients with bipolar disorder and their family members to educate themselves about the disease and its treatment. Although provider-patient interactions are frequently perceived to be burdened with time constraints, Web-based information sources are considered reliable and helpful. Future research should explore how high-quality websites could be used to empower patients and improve provider-patient interactions with the goal of enhancing shared decision making between patients and providers.

4.
Bipolar Disord ; 19(8): 676-688, 2017 12.
Article in English | MEDLINE | ID: mdl-28901625

ABSTRACT

OBJECTIVES: As part of a series of Patient-Centered Outcomes Research Institute-funded large-scale retrospective observational studies on bipolar disorder (BD) treatments and outcomes, we sought the input of patients with BD and their family members to develop research questions. We aimed to identify systemic root causes of patient-reported challenges with BD management in order to guide subsequent studies and initiatives. METHODS: Three focus groups were conducted where patients and their family members (total n = 34) formulated questions around the central theme, "What do you wish you had known in advance or over the course of treatment for BD?" In an affinity mapping exercise, participants clustered their questions and ranked the resulting categories by importance. The research team and members of our patient partner advisory council further rated the questions by expected impact on patients. Using a Theory of Constraints systems thinking approach, several causal models of BD management challenges and their potential solution were developed with patients using the focus group data. RESULTS: A total of 369 research questions were mapped to 33 categories revealing 10 broad themes. The top priorities for patient stakeholders involved pharmacotherapy and treatment alternatives. Analysis of causal relationships underlying 47 patient concerns revealed two core conflicts: for patients, whether or not to take pharmacotherapy, and for mental health services, the dilemma of care quality vs quantity. CONCLUSIONS: To alleviate the core conflicts identified, BD management requires a coordinated multidisciplinary approach including: improved access to mental health services, objective diagnostics, sufficient provider visit time, evidence-based individualized treatment, and psychosocial support.


Subject(s)
Bipolar Disorder , Mental Health Services/standards , Adult , Bipolar Disorder/diagnosis , Bipolar Disorder/psychology , Bipolar Disorder/therapy , Community Participation , Female , Humans , Male , Middle Aged , Needs Assessment , Patient Preference , Quality Improvement , Retrospective Studies , Surveys and Questionnaires , United States
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