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Institutional Betrayal in Inpatient Psychiatry: Effects on Trust and Engagement With Care. 精神病住院患者的机构背叛:对信任和参与护理的影响。
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-12 DOI: 10.1176/appi.ps.20240022
Alicia Lewis, Hyein S Lee, Sasha Zabelski, Morgan C Shields

Objective: Patients' experiences of inpatient psychiatry have received limited empirical scrutiny. The authors examined patients' likelihood of experiencing institutional betrayal (harmful actions or inactions toward patients) at facilities with for-profit, nonprofit, or government ownership; patient-level characteristics associated with experiencing institutional betrayal; associations between betrayal and patients' trust in mental health providers; and associations between betrayal and patients' willingness to engage in care postdischarge.

Methods: Former psychiatric inpatients (N=814 adults) responded to an online survey. Data were collected on patients' demographic characteristics; experiences of institutional betrayal; and the impact of psychiatric hospitalization on patients' trust in providers, willingness to engage in care, and attendance at 30-day follow-up visits. Participants' responses were linked to secondary data on facility ownership type.

Results: Experiencing institutional betrayal was associated with less trust in mental health providers (25-percentage-point increase in reporting less trust, 95% CI=17-32), reduced willingness (by 45 percentage points, 95% CI=39-52) voluntarily undergo hospitalization, reduced willingness (by 30 percentage points, 95% CI=23-37) to report distressing thoughts to mental health providers, and lower probability of reporting attendance at a 30-day follow-up visit (11-percentage-point decrease, 95% CI=5-18). Participants treated at a for-profit facility were significantly more likely (by 14 percentage points) to report experiencing institutional betrayal than were those treated at a nonprofit facility (p=0.01).

Conclusions: Institutional betrayal is one mechanism through which inpatient psychiatric facilities may cause iatrogenic harm, and the potential for betrayal was larger at for-profit facilities. Further research is needed to identify the determinants of institutional betrayal and strategies to support improvement in care quality.

目的:病人在精神科住院治疗中的经历只得到了有限的实证研究。作者研究了患者在营利性、非营利性或政府所有的机构中遭遇机构背叛(对患者有害的行为或不作为)的可能性;与遭遇机构背叛相关的患者层面特征;背叛与患者对精神健康提供者的信任之间的关联;以及背叛与患者出院后参与护理的意愿之间的关联:前精神病住院患者(N=814 名成人)对在线调查做出了回应。收集的数据包括患者的人口统计学特征、被机构背叛的经历,以及精神病住院对患者对医疗服务提供者的信任、参与医疗服务的意愿和 30 天随访出席率的影响。参与者的回答与有关机构所有权类型的二手数据相关联:结果:经历过机构背叛与以下因素相关:对精神卫生服务提供者的信任度降低(报告信任度降低的比例增加了 25 个百分点,95% CI=17-32)、自愿接受住院治疗的意愿降低(降低了 45 个百分点,95% CI=39-52)、向精神卫生服务提供者报告痛苦想法的意愿降低(降低了 30 个百分点,95% CI=23-37),以及报告参加 30 天随访的概率降低(降低了 11 个百分点,95% CI=5-18)。与在非营利机构接受治疗的参与者相比,在营利机构接受治疗的参与者报告经历机构背叛的可能性明显更高(14 个百分点)(P=0.01):机构背叛是住院精神病治疗机构造成先天性伤害的一种机制,而在营利性机构中,机构背叛的可能性更大。需要开展进一步的研究,以确定机构背叛的决定因素以及支持提高护理质量的策略。
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引用次数: 0
Digital Mental Health Innovations in the Face of Climate Change: Navigating a Sustainable Future. 面对气候变化的数字心理健康创新:引领可持续未来。
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-12 DOI: 10.1176/appi.ps.20240327
McKenna F Parnes, Elliott M Weiss

Climate change poses substantial challenges to mental health, with increased frequency of extreme weather events and environmental degradation exacerbating stress, anxiety, trauma, and existential concerns. Digital innovations, particularly artificial intelligence and digital phenotyping, offer promising avenues to mitigate climate-related mental health burdens. The integration of digital tools into climate-related mental health care necessitates careful consideration of issues of access to and adoption of solutions. Future research should evaluate the effectiveness and scalability of digital interventions to address the mental health impacts of climate change through collaborative efforts involving clinicians, environmental health specialists, bioethicists, policy makers, and technology developers.

气候变化给心理健康带来了巨大挑战,极端天气事件的频发和环境退化加剧了压力、焦虑、创伤和生存问题。数字创新,尤其是人工智能和数字表型技术,为减轻与气候相关的心理健康负担提供了大有可为的途径。将数字工具整合到与气候相关的心理健康护理中,需要仔细考虑获取和采用解决方案的问题。未来的研究应通过临床医生、环境健康专家、生物伦理学家、政策制定者和技术开发者的共同努力,评估数字干预措施的有效性和可扩展性,以应对气候变化对心理健康的影响。
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引用次数: 0
Barriers to and Facilitators of Effective Behavioral Health Crisis Care Services. 有效行为健康危机护理服务的障碍和促进因素。
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-12 DOI: 10.1176/appi.ps.20240281
Mark Savill, Lindsay M Banks, Regina Gemignani, Jamie Mouzoon, Bethney Bonilla-Herrera, Matthew L Goldman, Joy Melnikow, Cameron S Carter

Objective: Expanded funding to support care across the crisis continuum is intended to improve behavioral health outcomes. A greater understanding of how to effectively implement and integrate local crisis care systems has been identified as a research and policy priority. The aim of this study was to explore provider perceptions of the barriers and facilitators associated with implementing effective behavioral health crisis services.

Methods: The authors conducted semistructured qualitative interviews with personnel from 15 behavioral health crisis care programs across California. Purposive sampling was used to ensure adequate representation of peer specialists, clinicians, mental health workers, and program leaders. Interview transcripts were analyzed via an inductive approach to thematic analysis. On the basis of patterns identified in the data, initial codes were developed, reviewed, and combined into overarching preliminary themes and subthemes.

Results: Twenty-nine crisis care personnel participated. Facilitators of effective crisis care included an optimal crisis service structure, a client-centered approach, engagement with clients' support systems, and collaboration with community partners to link clients to services and enable safe delivery of crisis care. Barriers at the client, program, and system levels were identified, with solutions proposed for each.

Conclusions: The participants identified features of crisis care that could improve program implementation and effectiveness or could help mitigate identified barriers. As states and local municipalities work to implement an integrated system of care across the crisis care continuum, input from frontline providers can be used to support the development of new programs, refine existing services, and inform future directions for research.

目标:扩大资金投入以支持整个危机护理过程,旨在改善行为健康结果。更深入地了解如何有效实施和整合地方危机护理系统已被确定为研究和政策的优先事项。本研究旨在探讨医疗服务提供者对实施有效行为健康危机服务的相关障碍和促进因素的看法:作者对来自加利福尼亚州 15 个行为健康危机护理项目的人员进行了半结构化定性访谈。为了确保同伴专家、临床医生、心理健康工作者和项目负责人具有足够的代表性,作者采用了有目的的抽样方法。访谈记录通过归纳法进行主题分析。根据在数据中发现的模式,制定了初步的编码,并对其进行了审查,最后将其合并为总体的初步主题和次主题:结果:29 名危机处理人员参与了研究。有效危机护理的促进因素包括最佳危机服务结构、以客户为中心的方法、与客户支持系统的合作,以及与社区合作伙伴合作将客户与服务联系起来并安全提供危机护理。与会者指出了客户、项目和系统层面的障碍,并针对每个障碍提出了解决方案:与会者指出了危机关怀的特点,这些特点可以改善计划的实施和有效性,或有助于减轻已发现的障碍。随着各州和地方市政当局努力在危机护理的整个过程中实施综合护理系统,来自一线服务提供者的意见可以用来支持新项目的开发、完善现有服务并为未来的研究方向提供信息。
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引用次数: 0
Clinic-Level Predictors of Psychotherapy Dosage in the Military Health System. 军队医疗系统中心理治疗剂量的诊所层面预测因素》(Clinic-Level Predictors of Psychotherapy Dosage in the Military Health System)。
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-05 DOI: 10.1176/appi.ps.20240180
Carmen P McLean, Chunki Fong, Christopher K Haddock, Jeffrey Cook, Alan L Peterson, David S Riggs, Stacey Young-McCaughan, Allison M Conforte, Araceli Flores, Jeremy Jinkerson, Zachary K Jones, Hana J Kim, Jared S Link, Debra Nofziger, Erik N Ringdahl, Craig Woodworth, Jeffrey McCullen, Emily Ho, Craig S Rosen

Objective: This study aimed to describe the demand for, supply of, and clinic processes associated with behavioral health care delivery in the Military Health System and to examine the clinic-level factors associated with receipt of a minimally adequate dosage of psychotherapy.

Methods: This retrospective study used administrative behavioral health data from eight military treatment facilities (N=25,433 patients; N=241,028 encounters) that were participating in a larger implementation study of evidence-based psychotherapy for posttraumatic stress disorder. Minimally adequate dosage of psychotherapy was defined in two ways: at least three sessions within a 90-day period and at least six sessions within a 90-day period. The authors then used a path model to examine clinic-level factors hypothesized to predict psychotherapy dosage, including care demand, supply, and processes.

Results: Patients had an average of 2.5 psychotherapy appointments per quarter. Wait times for intake, between intake and the first psychotherapy session, and between follow-up sessions all averaged 17 days or longer. Path modeling showed that a higher patient-to-encounter ratio was associated with a longer wait time between follow-up psychotherapy appointments. In turn, a longer wait time between appointments was associated with a lower probability of receiving an adequate dosage of psychotherapy. However, a greater proportion of care delivered in groups was associated with a greater probability of receiving at least six sessions of psychotherapy.

Conclusions: Receipt of a minimally adequate dosage of psychotherapy in the Military Health System is hindered by clinic staffing and workflows that increase wait times between follow-up psychotherapy appointments.

研究目的本研究旨在描述军事医疗系统中与行为医疗服务相关的需求、供应和诊所流程,并研究与接受最小剂量心理治疗相关的诊所层面因素:这项回顾性研究使用了八家军事治疗机构的行为健康管理数据(N=25,433 名患者;N=241,028 次就诊),这些机构参与了一项针对创伤后应激障碍的循证心理疗法的大型实施研究。心理治疗的最低足够剂量有两种定义:90 天内至少三次治疗和 90 天内至少六次治疗。然后,作者使用路径模型研究了预测心理治疗剂量的诊所层面的假设因素,包括护理需求、供应和流程:结果:患者每季度平均接受 2.5 次心理治疗。入院等待时间、入院与首次心理治疗之间的等待时间以及两次随访之间的等待时间平均为 17 天或更长。路径模型显示,患者与就诊者的比例越高,后续心理治疗预约之间的等待时间就越长。反过来,两次预约之间的等待时间越长,接受足量心理治疗的概率就越低。然而,以小组形式提供治疗的比例越高,接受至少六次心理治疗的可能性就越大:结论:在军事医疗系统中,诊所的人员配备和工作流程增加了后续心理治疗预约之间的等待时间,从而阻碍了接受最小剂量的心理治疗。
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引用次数: 0
Factor Structure, Reliability, and Construct Validity of the Wellness Inventory. 健康量表的因子结构、可靠性和结构有效性。
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-05 DOI: 10.1176/appi.ps.20230622
Margaret Swarbrick, Angelo Di Bello, SunHee Jang Eissenstat, Patricia B Nemec, Denise Aimee Hien, Kenneth J Gill

Objective: Wellness has been associated with various general medical and mental health outcomes; however, few empirically supported measures capture the breadth of the wellness construct. The first author had previously developed the Wellness Inventory through an iterative process with key stakeholders to establish face and content validity and examined the psychometric properties of the Wellness Inventory as a tool for assessing wellness across eight dimensions.

Methods: The authors assessed the Wellness Inventory by using data from self-report online surveys in three samples of data collected from two groups of respondents: students and faculty members in a public university and behavioral health providers (N=3,446; 50% White and 43% female). Exploratory and confirmatory factor analyses and data from samples 1 and 2 were used to examine the factor structure and fit of the inventory. Data from sample 3 were used to assess test-retest reliability and convergent and discriminant validity.

Results: Factor analyses yielded a one-factor model comprising 54 items. A revised instrument based on this model revealed good fit to the data, internal consistency, and test-retest reliability and reasonable construct validity.

Conclusions: The Wellness Inventory is a comprehensive and psychometrically valid tool for assessing wellness. The findings support a single dimension of wellness, suggesting wellness as a holistic, general construct. This inventory has implications for research on health promotion and prevention and clinical outcomes in both research and treatment.

目的:健康与各种一般医疗和心理健康结果有关;然而,很少有经验支持的测量方法能够捕捉到健康结构的广度。第一位作者之前通过与主要利益相关者的迭代过程开发了 "健康量表",以建立表面和内容效度,并研究了 "健康量表 "作为评估八个维度健康的工具的心理测量特性:作者使用自我报告在线调查中的数据对健康量表进行了评估,这些数据来自两组受访者的三个样本:一所公立大学的学生和教职员工以及行为健康提供者(样本数=3446;50%为白人,43%为女性)。探索性因子分析和确认性因子分析以及样本 1 和样本 2 的数据被用来检验量表的因子结构和拟合度。样本 3 的数据用于评估测试再测可靠性以及收敛性和区分性有效性:因子分析得出了一个由 54 个项目组成的单因子模型。在此模型基础上修订的工具显示出良好的数据拟合度、内部一致性和重测信度,以及合理的建构效度:健康量表是一种全面的、心理测量有效的健康评估工具。研究结果支持健康的单一维度,表明健康是一个整体的、一般性的概念。该量表对促进和预防健康的研究以及研究和治疗的临床结果都有意义。
{"title":"Factor Structure, Reliability, and Construct Validity of the Wellness Inventory.","authors":"Margaret Swarbrick, Angelo Di Bello, SunHee Jang Eissenstat, Patricia B Nemec, Denise Aimee Hien, Kenneth J Gill","doi":"10.1176/appi.ps.20230622","DOIUrl":"https://doi.org/10.1176/appi.ps.20230622","url":null,"abstract":"<p><strong>Objective: </strong>Wellness has been associated with various general medical and mental health outcomes; however, few empirically supported measures capture the breadth of the wellness construct. The first author had previously developed the Wellness Inventory through an iterative process with key stakeholders to establish face and content validity and examined the psychometric properties of the Wellness Inventory as a tool for assessing wellness across eight dimensions.</p><p><strong>Methods: </strong>The authors assessed the Wellness Inventory by using data from self-report online surveys in three samples of data collected from two groups of respondents: students and faculty members in a public university and behavioral health providers (N=3,446; 50% White and 43% female). Exploratory and confirmatory factor analyses and data from samples 1 and 2 were used to examine the factor structure and fit of the inventory. Data from sample 3 were used to assess test-retest reliability and convergent and discriminant validity.</p><p><strong>Results: </strong>Factor analyses yielded a one-factor model comprising 54 items. A revised instrument based on this model revealed good fit to the data, internal consistency, and test-retest reliability and reasonable construct validity.</p><p><strong>Conclusions: </strong>The Wellness Inventory is a comprehensive and psychometrically valid tool for assessing wellness. The findings support a single dimension of wellness, suggesting wellness as a holistic, general construct. This inventory has implications for research on health promotion and prevention and clinical outcomes in both research and treatment.</p>","PeriodicalId":20878,"journal":{"name":"Psychiatric services","volume":" ","pages":"appips20230622"},"PeriodicalIF":3.3,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142576690","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of Inpatient Occupational Therapy Utilization With Reduced Risk for Psychiatric Readmission Among Veterans. 住院职业疗法的使用与退伍军人精神疾病再入院风险降低的关系
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-01 Epub Date: 2024-05-29 DOI: 10.1176/appi.ps.20230650
Adam R Kinney, Molly E Penzenik, Jeri E Forster, Frederica O'Donnell, Lisa A Brenner

Objective: The authors sought to investigate whether utilization of inpatient occupational therapy (OT) was associated with reduced risk for 30-day psychiatric readmission in the Veterans Health Administration (VHA).

Methods: The authors conducted a secondary analysis of VHA medical record data for veterans who received inpatient psychiatric care from 2015 to 2020 (N=176,889). Mixed-effects logistic regression was used to model psychiatric readmission within 30 days of discharge (yes or no) as a function of inpatient psychiatric OT utilization (none, one, two, three, or four or more encounters) and other care utilization (e.g., previous psychiatric hospitalization), as well as clinical (e.g., primary diagnosis), sociodemographic (e.g., race-ethnicity), and facility (e.g., complexity) characteristics. Sensitivity analyses were conducted to evaluate the robustness of findings (e.g., stratification by discharge disposition).

Results: Relatively few veterans received inpatient psychiatric OT (26.2%), and 8.4% were readmitted within 30 days. Compared with veterans who did not receive inpatient psychiatric OT, those with one (OR=0.76), two (OR=0.64), three (OR=0.67), or four or more encounters (OR=0.64) were significantly (p<0.001) less likely to be readmitted within 30 days. These findings were consistent across all sensitivity analyses.

Conclusions: Veterans who received inpatient OT services were less likely to experience psychiatric readmission. A clear dose-response relationship between inpatient psychiatric OT and readmission risk was not identified. These findings suggest that OT services may facilitate high-value inpatient psychiatric care in the VHA by preventing readmissions that stymie recovery and incur high costs. Future research may establish the causality of this relationship, informing policy regarding increased access to inpatient psychiatric OT.

目的作者试图研究在退伍军人健康管理局(VHA)中,使用住院职业疗法(OT)是否与降低30天精神病再入院风险有关:作者对退伍军人健康管理局的病历数据进行了二次分析,分析对象为 2015 年至 2020 年期间接受精神科住院治疗的退伍军人(N=176889)。研究人员使用混合效应逻辑回归建立了一个模型,将出院后30天内的精神病再入院(是或否)与精神病住院患者OT使用情况(无、1次、2次、3次或4次或4次以上)和其他护理使用情况(如之前的精神病住院治疗)以及临床(如主要诊断)、社会人口(如种族-民族)和设施(如复杂性)特征相关。我们还进行了敏感性分析,以评估研究结果的稳健性(如根据出院处置进行分层):接受精神科OT住院治疗的退伍军人相对较少(26.2%),8.4%的退伍军人在30天内再次入院。与未接受住院精神科OT的退伍军人相比,接受过一次(OR=0.76)、两次(OR=0.64)、三次(OR=0.67)或四次或四次以上(OR=0.64)OT的退伍军人在30天内再次入院的比例显著低于未接受OT的退伍军人:接受住院加护病房服务的退伍军人再次入院治疗精神病的可能性较低。没有发现住院精神科OT与再入院风险之间存在明显的剂量-反应关系。这些研究结果表明,加护服务可以通过防止再次入院而阻碍康复并产生高额费用,从而促进退伍军人医疗服务机构提供高价值的精神科住院治疗。未来的研究可能会确定这种关系的因果关系,从而为增加住院精神病患者加护服务的政策提供信息。
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引用次数: 0
Peer-Run Respite Approaches to Supporting People Experiencing an Emotional Crisis. 以同伴互助的方式为经历情感危机的人提供支持。
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-01 Epub Date: 2024-06-05 DOI: 10.1176/appi.ps.20230599
Lauren Spiro, Margaret Swarbrick

Research shows that guests experience peer-run respites as empowering and safe places where they feel more seen, heard, and respected than they do in conventional settings. This column describes the successful and unique processes of peer-run respites that support guests in emotional crisis and facilitate healing. In a discussion informed by their experiences and the literature, the authors examine how peer-run respites differ from conventional psychiatric crisis response services in their basic philosophy: how emotional crisis is understood, the goal of crisis response, how trauma is viewed, the importance of self-determination, power dynamics, and relationality.

研究表明,与传统环境相比,由同伴经营的暂住地是一个能够增强能力的安全场所,在这里,他们能感受到更多的关注、倾听和尊重。本专栏介绍了同伴互助式疗养院成功而独特的流程,这些流程为处于情感危机中的疗养员提供支持,并促进疗愈。在结合自身经验和文献资料进行的讨论中,作者探讨了同伴互助式疗养院在基本理念上与传统精神危机应对服务的不同之处:如何理解情感危机、危机应对的目标、如何看待创伤、自我决定的重要性、权力动态和关系性。
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引用次数: 0
Intersectional Discrimination in Mental Health Care: A Systematic Review With Qualitative Evidence Synthesis. 心理健康护理中的交叉歧视:系统回顾与定性证据综述》。
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-01 Epub Date: 2024-06-28 DOI: 10.1176/appi.ps.20230252
Christin Hempeler, Lydia Schneider-Reuter, Anne-Sophie Windel, Jona Carlet, Lea Philipsen, Georg Juckel, Jakov Gather, Amma Yeboah, Mirjam Faissner

Objective: Discriminatory practices in mental health care undermine the right to health of marginalized service users. Intersectional approaches enable consideration of multiple forms of discrimination that occur simultaneously and remain invisible in single-axis analyses. The authors reviewed intersectionality-informed qualitative literature on discriminatory practices in mental health care to better understand the experiences of marginalized service users and their evaluation and navigation of mental health care.

Methods: The authors searched EBSCO, PubMed, MEDLINE, and JSTOR for studies published January 1, 1989-December 14, 2022. Qualitative and mixed-methods studies were eligible if they used an intersectional approach to examine discrimination (experiences, mechanisms, and coping strategies) in mental health care settings from the perspective of service users and providers. A qualitative evidence synthesis with thematic analysis was performed.

Results: Fifteen studies were included in the qualitative evidence synthesis. These studies represented the experiences of 383 service users and 114 providers. Most studies considered the intersections of mental illness with race, sexual and gender diversity, or both and were performed in the United States or Canada. Four themes were identified: the relevance of social identity in mental health care settings, knowledge-related concerns in mental health care, microaggressions in clinical practice, and service users' responses to discriminatory practices.

Conclusions: Discriminatory practices in mental health care lead to specific barriers to care for multiply marginalized service users. Universities and hospitals may improve care by building competencies in recognizing and preventing discrimination through institutionalized training.

目标:心理健康护理中的歧视性做法损害了边缘化服务使用者的健康权。交叉分析法能够考虑到多种形式的歧视,这些歧视同时存在,但在单轴分析中却被忽视了。作者回顾了有关心理健康护理中歧视性做法的交叉性定性文献,以更好地了解边缘化服务使用者的经历以及他们对心理健康护理的评估和引导:作者检索了 EBSCO、PubMed、MEDLINE 和 JSTOR 上 1989 年 1 月 1 日至 2022 年 12 月 14 日发表的研究。如果定性研究和混合方法研究采用了交叉方法,从服务使用者和提供者的角度研究了心理健康护理环境中的歧视(经历、机制和应对策略),则符合条件。研究人员通过主题分析对定性证据进行了综合:定性证据综述包括 15 项研究。这些研究代表了 383 名服务使用者和 114 名提供者的经验。大多数研究都考虑到了精神疾病与种族、性和性别多样性的交叉点,或两者兼而有之,并且都是在美国或加拿大进行的。研究确定了四个主题:社会身份在心理健康护理环境中的相关性、心理健康护理中与知识相关的问题、临床实践中的微侵害以及服务使用者对歧视性做法的反应:结论:心理健康护理中的歧视性做法会给多重边缘化的服务使用者带来特殊的护理障碍。大学和医院可以通过制度化的培训来提高识别和预防歧视的能力,从而改善医疗服务。
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引用次数: 0
Correction to Aluri et al. 对 Aluri 等人的更正
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-01 DOI: 10.1176/appi.ps.20240085correction
{"title":"Correction to Aluri et al.","authors":"","doi":"10.1176/appi.ps.20240085correction","DOIUrl":"10.1176/appi.ps.20240085correction","url":null,"abstract":"","PeriodicalId":20878,"journal":{"name":"Psychiatric services","volume":"75 11","pages":"1175"},"PeriodicalIF":3.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142558612","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning-Based Evaluation of Suicide Risk Assessment in Crisis Counseling Calls. 基于机器学习的危机咨询电话自杀风险评估。
IF 3.3 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2024-11-01 Epub Date: 2024-07-19 DOI: 10.1176/appi.ps.20230648
Zac E Imel, Brian Pace, Brad Pendergraft, Jordan Pruett, Michael Tanana, Christina S Soma, Kate A Comtois, David C Atkins

Objective: Counselor assessment of suicide risk is one key component of crisis counseling, and standards require risk assessment in every crisis counseling conversation. Efforts to increase risk assessment frequency are limited by quality improvement tools that rely on human evaluation of conversations, which is labor intensive, slow, and impossible to scale. Advances in machine learning (ML) have made possible the development of tools that can automatically and immediately detect the presence of risk assessment in crisis counseling conversations.

Methods: To train models, a coding team labeled every statement in 476 crisis counseling calls (193,257 statements) for a core element of risk assessment. The authors then fine-tuned a transformer-based ML model with the labeled data, utilizing separate training, validation, and test data sets.

Results: Generally, the evaluated ML model was highly consistent with human raters. For detecting any risk assessment, ML model agreement with human ratings was 98% of human interrater agreement. Across specific labels, average F1 (the harmonic mean of precision and recall) was 0.86 at the call level and 0.66 at the statement level and often varied as a result of a low base rate for some risk labels.

Conclusions: ML models can reliably detect the presence of suicide risk assessment in crisis counseling conversations, presenting an opportunity to scale quality improvement efforts.

目的:心理咨询师对自杀风险的评估是危机咨询的一个关键组成部分,标准要求在每次危机咨询谈话中都要进行风险评估。提高风险评估频率的努力受到了质量改进工具的限制,这些工具依赖于对谈话的人工评估,而人工评估耗费人力、速度慢,而且无法扩大规模。机器学习(ML)的进步使得开发工具成为可能,这些工具可以自动并立即检测危机咨询对话中是否存在风险评估:为了训练模型,一个编码团队对 476 个危机咨询电话(193,257 个语句)中的每个语句都标注了风险评估的核心要素。然后,作者利用单独的训练、验证和测试数据集,对基于转换器的 ML 模型进行了微调:总体而言,经过评估的 ML 模型与人类评定者高度一致。在检测任何风险评估时,ML 模型与人类评分的一致性是人类评分者之间一致性的 98%。在所有具体标签中,平均 F1(精确度和召回率的调和平均值)在通话级别为 0.86,在语句级别为 0.66,并且由于某些风险标签的基准率较低而经常变化:结论:ML 模型可以可靠地检测危机咨询对话中是否存在自杀风险评估,为提高咨询质量提供了机会。
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引用次数: 0
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Psychiatric services
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