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1.
J Pain Res ; 16: 4037-4047, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38054108

RESUMO

Background: Pain assessment is performed in many healthcare systems, such as the Veterans Health Administration, but prior studies have not assessed whether pain screening varies in sexual and gender minority populations that include individuals who identify as lesbian, gay, bisexual, and/or transgender (LGBT). Objective: The purpose of this study was to evaluate pain screening and reported pain of LGBT Veterans compared to non-LGBT Veterans. Methods: Using a retrospective cross-sectional cohort, data from the Corporate Data Warehouse, a national repository with clinical/administrative data, were analyzed. Veterans were classified as LGBT using natural language processing. We used a robust Poisson model to examine the association between LGBT status and binary outcomes of pain screening, any pain, and persistent pain within one year of entry in the cohort. All models were adjusted for demographics, mental health, substance use, musculoskeletal disorder(s), and number of clinic visits. Results: There were 1,149,486 Veterans (218,154 (19%) classified as LGBT) in our study. Among LGBT Veterans, 94% were screened for pain compared to 89% among those not classified as LGBT (non-LGBT) Veterans. In adjusted models, LGBT Veterans' probability of being screened for pain compared to non-LGBT Veterans was 2.5% higher (95% CI 2.3%, 2.6%); risk of any pain was 2.1% lower (95% CI 1.6%, 2.6%); and there was no significant difference between LGBT and non-LGBT Veterans in persistent pain (RR = 1.00, 95% CI (0.99, 1.01), p = 0.88). Conclusions: In a nationwide sample, LGBT Veterans were more likely to be screened for pain but had lower self-reported pain scores, though adjusted differences were small. It was notable that transgender and Black Veterans reported the greatest pain. Reasons for these findings require further investigation.

2.
Health Sci Rep ; 6(9): e1526, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-37706016

RESUMO

Background and Aims: In deep learning, a major difficulty in identifying suicidality and its risk factors in clinical notes is the lack of training samples given the small number of true positive instances among the number of patients screened. This paper describes a novel methodology that identifies suicidality in clinical notes by addressing this data sparsity issue through zero-shot learning. Our general aim was to develop a tool that leveraged zero-shot learning to effectively identify suicidality documentation in all types of clinical notes. Methods: US Veterans Affairs clinical notes served as data. The training data set label was determined using diagnostic codes of suicide attempt and self-harm. We used a base string associated with the target label of suicidality to provide auxiliary information by narrowing the positive training cases to those containing the base string. We trained a deep neural network by mapping the training documents' contents to a semantic space. For comparison, we trained another deep neural network using the identical training data set labels, and bag-of-words features. Results: The zero-shot learning model outperformed the baseline model in terms of area under the curve, sensitivity, specificity, and positive predictive value at multiple probability thresholds. In applying a 0.90 probability threshold, the methodology identified notes documenting suicidality but not associated with a relevant ICD-10-CM code, with 94% accuracy. Conclusion: This method can effectively identify suicidality without manual annotation.

3.
Psychol Serv ; 2023 Aug 21.
Artigo em Inglês | MEDLINE | ID: mdl-37602982

RESUMO

The present study describes intimate partner violence (IPV) perpetration and victimization alongside theoretically associated variables in a sample of lesbian, gay, and bisexual veterans. We conducted bivariate analyses (chi-square tests and independent t test) to examine whether the frequencies of IPV perpetration and victimization varied by demographic characteristics, military sexual trauma, alcohol use, and mental health symptoms. Out of the 69 lesbian, gay, and bisexual (LGB) veterans who answered the questions on IPV, 16 (23.2%) reported some form of IPV victimization in the past year, and 38 (55.1%) reported past-year perpetration. Among the 43 veterans who reported psychological IPV, roughly half (48.9%) reported bidirectional psychological IPV, 39.5% reported perpetration only, and 11.6% reported victimization only. LGB veterans who reported bidirectional psychological IPV in their relationships were younger and reported greater symptoms of posttraumatic stress disorder symptoms and depression. The results presented here call for universal screening of IPV perpetration and victimization to both accurately assess and ultimately intervene among all veterans. Inclusive interventions are needed for all genders and sexual orientations, specifically interventions that do not adhere to gendered assumptions of perpetrators and victims. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

5.
Med Care ; 61(3): 130-136, 2023 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-36511399

RESUMO

OBJECTIVE: Disclosure of sexual orientation and gender identity correlates with better outcomes, yet data may not be available in structured fields in electronic health record data. To gain greater insight into the care of sexual and gender-diverse patients in the Veterans Health Administration (VHA), we examined the documentation patterns of sexual orientation and gender identity through extraction and analyses of data contained in unstructured electronic health record clinical notes. METHODS: Salient terms were identified through authoritative vocabularies, the research team's expertise, and frequencies, and the use of consistency in VHA clinical notes. Term frequencies were extracted from VHA clinical notes recorded from 2000 to 2018. Temporal analyses assessed usage changes in normalized frequencies as compared with nonclinical use, relative growth rates, and geographic variations. RESULTS: Over time most terms increased in use, similar to Google ngram data, especially after the repeal of the "Don't Ask Don't Tell" military policy in 2010. For most terms, the usage adoption consistency also increased by the study's end. Aggregated use of all terms increased throughout the United States. CONCLUSION: Term usage trends may provide a view of evolving care in a temporal continuum of changing policy. These findings may be useful for policies and interventions geared toward sexual and gender-diverse individuals. Despite the lack of structured data, the documentation of sexual orientation and gender identity terms is increasing in clinical notes.


Assuntos
Militares , Minorias Sexuais e de Gênero , Humanos , Feminino , Masculino , Estados Unidos , Identidade de Gênero , Comportamento Sexual , Documentação , Políticas
6.
PLoS One ; 16(2): e0246883, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33621230

RESUMO

INTRODUCTION: Approximately 1.4 million transgender and gender diverse (TGD) adults in the United States have unique health and health care needs, including anatomy-driven cancer screening. This study explored the general healthcare experiences of TGD people in the Washington, DC area, and cancer screening experiences in particular. METHODS: Twenty-one TGD people were recruited through word of mouth and Lesbian Gay Bisexual Transgender Queer (LGBTQ)-specific community events. Participant interviews were conducted and recorded via WebEx (n = 20; one interview failed to record). Interviews were transcribed using Rev.com. Two coders conducted line-by-line coding for emergent themes in NVivo 12, developed a codebook by consensus, and refined the codebook throughout the coding process. Member checking was conducted to ensure credibility of findings. RESULTS: Three major themes served as parent nodes: health-care seeking behaviors, quality care, and TGD-specific health care experiences. Within these parent nodes there were 14 child nodes and 4 grand-child nodes. Subthemes for health care seeking behaviors included coverage and costs of care, convenience, trust/mistrust of provider, and provider recommendations for screening. Subthemes for quality of care included professionalism, clinical competence in transgender care, care coordination, provider communication, and patient self-advocacy. Overall, transgender men were less satisfied with care than transgender women. CONCLUSIONS: Results suggest a need for improved provider communication skills, including clear explanations of procedures and recommendations for appropriate screenings to TGD patients. Results also suggest a need for improved clinical knowledge and cultural competency. Respondents also wanted better care coordination and insurance navigation. Overall, these findings can inform health care improvements for TGD people.


Assuntos
Neoplasias/diagnóstico , Aceitação pelo Paciente de Cuidados de Saúde , Garantia da Qualidade dos Cuidados de Saúde , Minorias Sexuais e de Gênero , Adulto , District of Columbia/epidemiologia , Detecção Precoce de Câncer , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Neoplasias/epidemiologia , Satisfação do Paciente , Pessoas Transgênero
7.
J Appl Gerontol ; 39(5): 545-554, 2020 05.
Artigo em Inglês | MEDLINE | ID: mdl-31382804

RESUMO

Transgender and gender nonconforming (TGNC) older adults face numerous barriers to healthy aging. These older adults may be less likely to seek out aging-focused services due to fear of discrimination and a lack of culturally competent services. There is a dearth of trainings for aging-focused professionals that would contribute to the development of affirming service environments for TGNC older adults. The current study explores providers' responses to a professional development training made available nationwide to staff and volunteers of area agencies on aging. Participants' (N = 155) reflections on what would be most helpful in their future work with TGNC older adults included requests for role-plays, instructions on creating more inclusive agency documents, increased contact with TGNC older adults, and managing discriminatory language in the workplace. Future directions include creating professional development opportunities that incorporate experiences with and exposure to both other aging-focused providers and TGNC elders.


Assuntos
Envelhecimento , Assistência à Saúde Culturalmente Competente , Pessoal de Saúde/educação , Acessibilidade aos Serviços de Saúde , Pessoas Transgênero , Feminino , Identidade de Gênero , Humanos , Masculino , Pessoa de Meia-Idade , Estigma Social , Desenvolvimento de Pessoal , Inquéritos e Questionários
8.
J Appl Gerontol ; 39(5): 555-560, 2020 05.
Artigo em Inglês | MEDLINE | ID: mdl-29514542

RESUMO

There is consensus that providers who work with transgender and gender nonconforming (TGNC) older adults should use the language preferred by the older adult; however, assessment tools to document professional training efforts are lacking. This study presents data on a new TGNC Language Self-Efficacy Scale, using responses collected from employees and volunteers of area agencies on aging (AAA) across the United States (N = 155). Exploratory factor analysis supports a two-factor model: Interactions and Information subscales significantly correlated with knowledge of TGNC terminology, genderism and transphobia, gender role beliefs, beliefs about gender and gender identity, and attitudes toward lesbians and gay men. Future directions include additional measurement development work and replication of these findings outside of AAAs.


Assuntos
Identidade de Gênero , Idioma , Autoeficácia , Serviço Social , Inquéritos e Questionários , Pessoas Transgênero/estatística & dados numéricos , Atitude , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estigma Social , Terminologia como Assunto , Estados Unidos
9.
J Gerontol Soc Work ; 58(7-8): 671-83, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26317370

RESUMO

This study utilized the theory of planned behavior to examine individual intentions to engage in gay affirmative practice among aging-focused professionals (N = 83) in the Midwestern United States. Participants completed self-report measures of perceived agency norms and individual attitudes related to the treatment of gay men and lesbians, intentions to provide gay affirmative care, and perceived behavioral control. Attitudes, norms and perceived behavioral control were examined as predictors of intentions; attitudes of individual aging-service professionals emerged as the strongest predictor. Results indicated that affirmative attitudes within the agency may be important in predicting intentions to provide this type of care.


Assuntos
Atitude do Pessoal de Saúde , Controle Comportamental , Serviços de Saúde para Idosos/estatística & dados numéricos , Intenção , Minorias Sexuais e de Gênero/psicologia , Idoso , Controle Comportamental/métodos , Controle Comportamental/psicologia , Estudos Transversais , Feminino , Conhecimentos, Atitudes e Prática em Saúde , Humanos , Masculino , Modelos Psicológicos , Minorias Sexuais e de Gênero/estatística & dados numéricos , Inquéritos e Questionários
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