counseling

咨询
  • 文章类型: Journal Article
    子宫癌和子宫颈癌幸存者面临着情感和性关系中断等挑战,努力维持性生活和亲密关系,还有离婚的可能性.该研究旨在确定基于夫妻建设性沟通的团体咨询对子宫癌和宫颈癌幸存者感知的配偶支持的影响。
    使用便利抽样招募了40名子宫癌和宫颈癌存活妇女的随机对照试验,然后从2019年6月至2020年3月在Urmia的Motahhari和ImamKhomeini医院随机分配到基于夫妇的建设性沟通干预组和常规癌症中心护理对照组。干预组每周参加一次团体咨询,为期5周,关于建设性的夫妻沟通技巧。使用社会支持量表的来源评估了感知的配偶支持,该量表具有4个信息分量表,器乐,情感,两组在干预前和干预结束后一周的负面支持。数据分析使用SPSS版本24通过独立和配对t检验进行,Mann-WhitneyU测试,Wilcoxon,卡方,和ANCOVA。P值<0.05被认为具有统计学意义。
    干预组的阴性支持(2.70±0.80)与对照组(3.40±1.04)相比有统计学意义(P=0.03)。在增加信息支持方面也具有统计学意义(3.45±0.71vs.2.15±0.80,P<0.001),仪器支撑(3.15±0.58vs.2.85±0.74,P<0.001),和情感支持(19.40±1.60vs.16.10±2.10,P<0.001)。
    基于夫妻建设性沟通的团体咨询增加了子宫癌和宫颈癌幸存者的感知配偶支持。试用注册号:IRCT20150125020778N22。
    UNASSIGNED: Uterine and Cervical cancer survivors face challenges like the disruption of emotional and sexual relationships, struggle to maintain sexual life and intimacy, and the possibility of divorce. The study aimed to determine the effect of group counseling based on couples\' constructive communication on perceived spousal support in uterine and cervical cancer survivors.
    UNASSIGNED: A randomized controlled trial on 40 women who survived uterine and cervical cancer were recruited using convenience sampling and then randomly allocated to a couple-based constructive communication intervention group and a routine cancer center care control group from June 2019 to March 2020 in Motahhari and Imam Khomeini hospitals in Urmia. The intervention group was involved in a group counseling session weekly for 5 weeks, regarding constructive couple communication skills. Perceived spouse support was assessed using the sources of social support scale which has 4 subscales informational, instrumental, emotional, and negative support before and one week after the end of the intervention in both groups. Data analysis was performed using SPSS version 24 through Independent and paired t-tests, Mann-Whitney U test, Wilcoxon, chi-square, and ANCOVA. P value<0.05 was considered statistically significant.
    UNASSIGNED: The effect of the intervention was statistically significant in reducing negative support in the intervention group (2.70±0.80) in comparison with the control group (3.40±1.04) (P=0.03). It was also statistically significant in increasing informational support (3.45±0.71 vs. 2.15±0.80, P<0.001), instrumental support (3.15±0.58 vs. 2.85±0.74, P<0.001), and emotional support (19.40±1.60 vs. 16.10±2.10, P<0.001).
    UNASSIGNED: Group counseling based on couple constructive communication increased perceived spousal support in uterine and cervical cancer survivors. Trial Registration Number: IRCT20150125020778N22.
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  • 文章类型: Journal Article
    牙科恐惧和焦虑是儿科牙科实践中的重要问题,因为它们会干扰儿童和青少年牙科护理的提供和接受。行为指导是儿童管理的一个动态部分。它从预约前的水平开始,在儿科牙科诊所,母亲的消极态度将被训练成为改善儿童行为的积极态度。使用预期指导(AG)作为父母咨询,在那里,关于父母在孩子的牙科预约之前应该遵循的信息被提供给母亲。
    评估预约前父母咨询对儿童牙科恐惧和焦虑的影响。
    这项研究是一项随机研究,平行组,主动对照试验,其中母子二元随机分为两组:(1)试验组和(2)对照组。在基线,两组均使用恐惧和焦虑评估量表和生理参数进行恐惧和焦虑评估。使用儿童恐惧调查时间表牙科分量表评估牙科恐惧和焦虑,儿童的Venham图片测试和母亲的状态特质焦虑量表。父母的咨询指导是口头的,以书面格式和视频仅在初次预约的同一天的测试组中。从第一次预约开始6个月后,检查两组中的相同受试者的恐惧和焦虑量表以及生理参数。在研究结束时,父母咨询对牙科恐惧和焦虑的有效性是相关的。
    使用卡方检验比较测试组和对照组在基线和6个月时的平均牙科恐惧和焦虑评分。卡方检验用于比较研究组和对照组中儿童和母亲的牙科恐惧和焦虑。采用Spearman秩相关检验评估儿童恐惧调查表-牙科子量表(CFSS-DS)之间的关系,Venham图片测试(VPT),状态-特质焦虑量表(STAI)评分,以及研究组和对照组的临床参数。
    结果表明,在母亲和儿童后期辅导的二元组中,牙齿恐惧和焦虑水平有了显着改善。对照组评分无明显变化。
    预约前的家长咨询澄清和指导父母关于孩子的恐惧和焦虑,并有效地缓解父母和儿童在儿科牙科诊所就诊的牙科恐惧和焦虑。
    RR,SathyaprasadS,SN,etal.预约前父母咨询对牙科手术中儿童牙科恐惧和焦虑的评估:一项随机对照试验。IntJClinPediatrDent2024;17(3):346-351。
    UNASSIGNED: Dental fear and anxiety are important issues in the practice of pediatric dentistry because they interfere with both the provision and receipt of dental care in children and adolescents. Behavior guidance is a dynamic part of child management. It starts from the preappointment level, where a negative attitude of the mother will be trained to become positive for improved child behavior in the pediatric dental clinic. The use of anticipatory guidance (AG) as parental counseling, where the information on what the parents should follow before their child\'s dental appointment was provided to the mothers.
    UNASSIGNED: To assess the effect of preappointment parental counseling on dental fear and anxiety in children.
    UNASSIGNED: The study was a randomized, parallel-group, active-controlled trial, wherein the dyad of mother and child was randomly divided into two groups: (1) the test group and (2) the control group. At baseline, fear and anxiety assessment was done using fear and anxiety assessment scales and physiological parameters in both groups. Dental fear and anxiety were assessed using the children fear survey schedule dental subscale, Venham pictorial test in children and state-trait anxiety subscale in mothers. Parental counseling instructions were given verbally, in written format and by videos only in the test group on the same day of the initial appointment. The same subjects in both groups were checked for fear and anxiety scales and physiological parameters after 6 months from the first appointment. The effectiveness of parental counseling on dental fear and anxiety was correlated at the end of the study.
    UNASSIGNED: The mean dental fear and anxiety scores between the test and control groups at baseline and at 6 months were compared using the Chi-squared test. Chi-squared test was used to compare the dental fear and anxiety in children and mothers in the study and control groups. Spearman\'s rank correlation test was used to assess the relationship between Children\'s Fear Survey Schedule-Dental Subscale (CFSS-DS), Venham Picture Test (VPT), state-trait anxiety inventory (STAI) scores, and clinical parameters in the study and control group of both populations.
    UNASSIGNED: The results showed that there was a significant improvement in the dental fear and anxiety levels in the dyads of mother and child postcounseling. The control group scores did not show any significant change.
    UNASSIGNED: Preappointment parental counseling clarified and guided parents about the child\'s fear and anxiety and was effective in alleviating the dental fear and anxiety among parents and children attending pediatric dental clinics.
    UNASSIGNED: R R, Sathyaprasad S, S N, et al. Assessment of Preappointment Parental Counseling on Dental Fear and Anxiety in Children in Pedodontic Dental Operatory: A Randomized Controlled Trial. Int J Clin Pediatr Dent 2024;17(3):346-351.
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  • 文章类型: Journal Article
    目的:姑息治疗患者经历了慢性悲伤,失去了尊严和生命意义。定位疗法是应对损失的有效方法。本研究旨在评估认知疗法对慢性悲伤的影响,尊严,以及姑息治疗患者生活中的意义。
    方法:本研究对58名因晚期癌症住院的成年人进行了研究,并通过简单随机分组分为干预组或对照组。数据采用描述性信息表收集,姑息表现量表,患者尊严清单(PDI)长期悲伤障碍量表-患者表(PGDS-PF),以及入学时生活问卷(MIL)中的含义,在第四和第八周。干预组接受了八次语用治疗。对照组给予常规护理。
    结果:PGDS-PF的平均得分(p=0.01),PDI(p=0.01),与对照组相比,干预组的MIL(MIL-SM)(p=0.11)降低,在第4周和第8周的评估。MIL(MIL-PM)的当前含义子维度的平均得分(p=0.02)在第4周评估时增加,但在第8周时以无统计学意义的水平降低。对照组PGDS-PF和PDI的平均得分增加,而MIL-PM和MIL-SM降低,在第4周和第8周的评估。
    结论:认知疗法可有效减少姑息治疗患者的悲伤和尊严相关困扰,同时增加在生活中的意义。建议姑息治疗专业人员使用Logotherapy来赋予患者权力。
    背景:临床试验注册号和日期:NCT05129059,19/01/2021。
    OBJECTIVE: Palliative care patients experience chronic sorrow with loss in dignity and meaning in life. Logotherapy is an effective way to cope with loss. This study aimed to evaluate the effect of logotherapy on chronic sorrow, dignity, and meaning in life of palliative care patients.
    METHODS: This study was conducted with 58 adults hospitalized due to advanced cancer and assigned to either intervention or control group by simple randomization. Data were collected with descriptive information form, Palliative Performance Scale, Patient Dignity Inventory (PDI), Prolonged Grief Disorder Scale-Patient Form (PGDS-PF), and Meaning in Life Questionnaire (MIL) on admission, at the 4th and 8th weeks. The intervention group received eight sessions of logotherapy. The control group received routine care.
    RESULTS: The mean scores of PGDS-PF (p = 0.01), PDI (p = 0.01), and searched meaning subdimension of MIL (MIL-SM) (p = 0.11) decreased in the intervention group compared to controls, both at the 4th and 8th week evaluation. The mean score of the present meaning subdimension of MIL (MIL-PM) (p = 0.02) increased at the 4th week evaluation but decreased at a non-statistically significant level at the 8th week. The mean scores of PGDS-PF and PDI increased in the control group while MIL-PM and MIL-SM decreased, both at the 4th and 8th week evaluation.
    CONCLUSIONS: Logotherapy was found effective in decreasing the sorrow and dignity-related distress of palliative care patients, while increasing finding meaning in life. Logotherapy is recommended to be used by palliative care professionals to empower patients.
    BACKGROUND: Clinicaltrials registration number and date: NCT05129059, 19/01/2021.
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  • 文章类型: Journal Article
    背景:抑郁症,焦虑,创伤后应激,酒精/物质使用障碍在艾滋病毒感染者(PWH)中普遍存在,通常共同发生,并预测更糟糕的艾滋病毒护理结果。诊断咨询方法同时解决多种并存的心理健康障碍。
    方法:我们进行了一项适用于HIV感染者的常见元素治疗方法(CETA-PWH)的试点单独随机试验。诊断咨询干预,与美国南部一家大型学术医疗中心的常规护理相比。参与者是感染艾滋病毒的成年人;有艾滋病毒护理脱离接触的风险;抑郁症状升高,焦虑,创伤后应激,和/或酒精/物质的使用。在4个月和9个月时评估了心理健康和艾滋病毒护理的参与度。
    结果:在参与者中(n=60),随访时间高,分别为4个月(92%)和9个月(85%).干预参与具有挑战性:93%参加了≥1次会议,43%的人在3个月内参加了≥6次会议(“中等剂量”),30%完成治疗。虽然没有效力,在意向治疗分析中,与常规治疗相比,CETA-PWH的心理健康结局和HIV预约出勤率有所改善;接受中等剂量且完成治疗的患者表现出逐渐更大的改善.病毒载量显示手臂之间的差异很小。剂量反应模式不能通过完成治疗和未完成治疗的患者之间的差异来解释。
    结论:这项试点试验提供了初步证据,证明CETA-PWH有可能同时解决同时发生的心理健康合并症并支持PWH中的HIV预约。其他策略可能是确保客户能够参与整个治疗过程并实现其全部益处的重要组成部分。
    BACKGROUND: Depression, anxiety, post-traumatic stress, and alcohol/substance use disorders are prevalent among people with HIV (PWH), commonly co-occur, and predict worse HIV care outcomes. Transdiagnostic counseling approaches simultaneously address multiple co-occurring mental health disorders.
    METHODS: We conducted a pilot individually randomized trial of the Common Elements Treatment Approach adapted for people with HIV (CETA-PWH), a transdiagnostic counseling intervention, compared with usual care at a large academic medical center in the southern United States. Participants were adults with HIV; at risk for HIV care disengagement; and with elevated symptoms of depression, anxiety, post-traumatic stress, and/or alcohol/substance use. Mental health and HIV care engagement were assessed at 4 and 9 months.
    RESULTS: Among participants (n = 60), follow-up was high at 4 (92%) and 9 (85%) months. Intervention engagement was challenging: 93% attended ≥1 session, 43% attended ≥6 sessions in 3 months (\"moderate dose\"), and 30% completed treatment. Although not powered for effectiveness, mental health outcomes and HIV appointment attendance improved in CETA-PWH relative to usual care in intent-to-treat analyses; those receiving a moderate dose and completers showed progressively greater improvement. Viral load showed small differences between arms. The dose-response pattern was not explained by differences between those who did and did not complete treatment.
    CONCLUSIONS: This pilot trial provides preliminary evidence for the potential of CETA-PWH to simultaneously address co-occurring mental health comorbidities and support HIV appointment attendance among PWH. Additional strategies may be an important part of ensuring that clients can engage in the full course of treatment and realize its full benefits.
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  • 文章类型: Journal Article
    目的:癌症是一种威胁生命的疾病,对生活质量和心理健康有负面影响。在国际研究中,一对一的同伴支持和咨询已被证明可以改善癌症患者的心理健康。在提出的研究中,我们开发并评估了一项创新的同伴辅导计划.在弗莱堡大学医院的这个项目中,癌症幸存者接受了培训,通过分享经验来支持同龄人。
    方法:在项目中,N=25名癌症幸存者接受了与急性患者或善后患者进行支持性一对一对话的培训。基于一项前瞻性观察研究,在对话前后使用问卷对患者进行了访谈.我们评估了同伴教练的期望和经验以及心理社会参数(PHQ9,GAD7,SSUK,NCCN-遇险温度计)。
    结果:共有52名患者至少有一次与同伴教练的接触。大多数患者参加了1-3个疗程。总的来说,与患者进行了85位同伴教练配对的接触。患者平均表现出高水平的痛苦,但精神病合并症的发生率较低。支持性对话满足了患者的需求。分享经验和授权是患者最相关的益处。患者和受过训练的同龄人都对该计划表现出很高的满意度。
    结论:我们的研究结果支持同伴指导计划的可行性和实用性,该计划对癌症幸存者进行了培训,作为同伴教练,在肿瘤治疗期间或之后支持其他患者。在进一步的研究中,同伴辅导的疗效应根据一项随机对照试验进行研究.
    背景:该试验已在德国临床试验注册中注册(编号:DRKSDRKS00017500)于2019年12月12日。
    OBJECTIVE: Cancer is a life threatening disease with negative impact on quality of life and psychological well-being. In international studies, one-to-one peer support and counseling have been shown to improve the psychological well-being of cancer patients. In the study presented, we developed and evaluated an innovative program of peer-coaching. In this program at the University Hospital of Freiburg, cancer survivors were trained to support peers by sharing experience.
    METHODS: In the project, N = 25 cancer survivors were trained to conduct supportive one-to-one conversations with acute patients or patients in aftercare. Based on a prospective observational study, patients were interviewed using questionnaires before and after the conversations. We assessed expectations and experiences with the peer-coaching as well as psychosocial parameters (PHQ9, GAD7, SSUK, NCCN-distress thermometer).
    RESULTS: A total of 52 patients had at least one contact with a peer-coach. Most of the patients attended 1-3 sessions. In total, 85 contacts pairing peer-coaches with patients were conducted. Patients showed on average a high level of distress but a low rate of psychiatric comorbidity. The supportive conversations met the patients` needs. Sharing experiences and empowerment were the most relevant benefits for the patients. Both patients and trained peers showed high satisfaction levels with the program.
    CONCLUSIONS: Our findings support the feasibility and utility of a peer-coaching program in which trained cancer survivors, acting as peer-coaches, support other patients during or after their oncological treatment. In a further study, the efficacy of peer-coaching should be investigated based on a randomized-controlled trial.
    BACKGROUND: The trial was registered in the German Clinical Trials Register (No. DRKS DRKS00017500) on 12.12.2019.
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  • 文章类型: Journal Article
    背景:由于痴呆症患者的数量不断增加,对家庭和专业支持的需求正在增长。咨询服务旨在支持家庭痴呆症护理人员,信息和通信技术的使用可以改善获得咨询的机会。到目前为止,基于技术的咨询在痴呆症中的有效性尚不清楚。很少进行随机对照试验评估异质性结果。在大多数情况下,缺乏制定和评估这些复杂干预措施的理论基础。因此,我们旨在为家庭痴呆症护理人员制定技术辅助咨询干预的初步计划理论,并为核心结果集的共识过程创建数据基础。
    方法:将整合开发计划理论和核心成果集的方法论方法。在范围审查中,有关特性的数据,将收集咨询干预措施和临床研究结果的理论基础.将使用半结构化访谈在现象学子研究中探讨相关利益相关者对家庭护理中咨询重要性的生活世界看法。将通过开发逻辑模型来进行文献综述和定性子研究的数据综合。行动机制和假定的因果关系在计划理论(变革理论,结果链和行动理论)。然后制定了初始计划理论。此外,将编制一份成果和评估工具的“长清单”。
    背景:马丁·路德大学医学院的伦理委员会批准了该研究方案(编号:2023-093)。研究结果将报告给参与者和资助组织,并在同行评审的期刊以及国家和国际会议上传播。
    背景:ProCOS(针对痴呆症患者的家庭护理人员的技术援助咨询干预的开发和评估-计划理论和核心结果集的准备)项目已在“有效性试验中的核心结果措施”计划(https://www.comet-initiative.org/Studies/Details/2884)中注册。
    BACKGROUND: Due to the increasing number of persons with dementia, the need for family and professional support is growing. Counselling services aim to support family dementia caregivers and the use of information and communication technology may improve accessibility to counselling. The effectiveness of technology-based counselling in dementia remains unclear so far. Few randomised controlled trials have been conducted assessing heterogeneous outcomes. Theoretical underpinnings for the development and evaluation of these complex interventions were lacking in most cases. We therefore aim to formulate an initial programme theory of a technology-assisted counselling intervention for family dementia caregivers and to create the data basis for the consensus process of a core outcome set.
    METHODS: The methodological approaches for developing a programme theory and a core outcome set will be integrated. In a scoping review, data on the characteristics, theoretical foundations of counselling interventions and outcomes of clinical studies will be collected. The lifeworld perception of relevant stakeholders on the importance of counselling in family caregiving will be explored in a phenomenological substudy using semistructured interviews. The synthesis of data from the literature review and the qualitative substudy will be performed by developing a logic model. Mechanisms of action and assumed causal relationships are explicated in the elements of programme theory (theory of change, outcomes chain and theory of action). An initial programme theory is then formulated. In addition, a \'long list\' of outcomes and assessment instruments will be compiled.
    BACKGROUND: The ethics committee of the Medical Faculty of the Martin Luther University Halle-Wittenberg approved the study protocol (no. 2023-093).Findings will be reported to participants and the funding organisation and disseminated in peer-reviewed journals and at national and international conferences.
    BACKGROUND: The ProCOS (Development and evaluation of a technology-assissted counselling intervention for family caregivers of persons with dementia - Programme theory and preparation of a core outcome set) project is registered with the Core Outcome Measures in Effectiveness Trials initiative (https://www.comet-initiative.org/Studies/Details/2884).
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  • 文章类型: Journal Article
    背景:吸烟构成重大的公共卫生风险。聊天机器人可以作为一种可访问和有用的工具来促进戒烟,因为它们具有很高的可访问性和促进长期个性化交互的潜力。为了提高有效性和可接受性,仍然需要确定和评估这些聊天机器人的咨询策略,这在以前的研究中没有得到全面解决。
    目的:本研究旨在为此类聊天机器人确定有效的咨询策略,以支持戒烟。此外,我们试图深入了解吸烟者对聊天机器人的期望和体验。
    方法:这项混合方法研究结合了基于网络的实验和半结构化访谈。吸烟者(N=229)与动机性访谈(MI)风格(n=112,48.9%)或对抗性咨询风格(n=117,51.1%)的聊天机器人进行了互动。两者都与停止有关(即,退出意向和自我效能感)和与用户体验相关的结果(即,订婚,治疗联盟,感知到的同理心,和互动满意度)进行评估。对16名参与者进行了半结构化访谈,8(50%)从每个条件,并采用专题分析法对数据进行分析。
    结果:多变量方差分析的结果表明,参与者对MI(与对抗性咨询)聊天机器人的总体评分明显更高。后续判别分析显示,MI聊天机器人的更好感知主要由用户体验相关结果解释,与戒烟相关的结果起的作用较小。探索性分析表明,两种情况下的吸烟者在聊天机器人互动后都报告了戒烟意愿和自我效能感的增加。访谈结果说明了几种结构(例如,情感态度和参与度)解释人们以前的期望以及与聊天机器人的及时和回顾性的经验。
    结论:结果证实,聊天机器人是激励戒烟的有前途的工具,使用MI可以改善用户体验。我们没有找到对MI激励戒烟的额外支持,并讨论了可能的原因。吸烟者在戒烟过程中既表达了关系需求,也表达了工具需求。讨论了对未来研究和实践的启示。
    BACKGROUND: Cigarette smoking poses a major public health risk. Chatbots may serve as an accessible and useful tool to promote cessation due to their high accessibility and potential in facilitating long-term personalized interactions. To increase effectiveness and acceptability, there remains a need to identify and evaluate counseling strategies for these chatbots, an aspect that has not been comprehensively addressed in previous research.
    OBJECTIVE: This study aims to identify effective counseling strategies for such chatbots to support smoking cessation. In addition, we sought to gain insights into smokers\' expectations of and experiences with the chatbot.
    METHODS: This mixed methods study incorporated a web-based experiment and semistructured interviews. Smokers (N=229) interacted with either a motivational interviewing (MI)-style (n=112, 48.9%) or a confrontational counseling-style (n=117, 51.1%) chatbot. Both cessation-related (ie, intention to quit and self-efficacy) and user experience-related outcomes (ie, engagement, therapeutic alliance, perceived empathy, and interaction satisfaction) were assessed. Semistructured interviews were conducted with 16 participants, 8 (50%) from each condition, and data were analyzed using thematic analysis.
    RESULTS: Results from a multivariate ANOVA showed that participants had a significantly higher overall rating for the MI (vs confrontational counseling) chatbot. Follow-up discriminant analysis revealed that the better perception of the MI chatbot was mostly explained by the user experience-related outcomes, with cessation-related outcomes playing a lesser role. Exploratory analyses indicated that smokers in both conditions reported increased intention to quit and self-efficacy after the chatbot interaction. Interview findings illustrated several constructs (eg, affective attitude and engagement) explaining people\'s previous expectations and timely and retrospective experience with the chatbot.
    CONCLUSIONS: The results confirmed that chatbots are a promising tool in motivating smoking cessation and the use of MI can improve user experience. We did not find extra support for MI to motivate cessation and have discussed possible reasons. Smokers expressed both relational and instrumental needs in the quitting process. Implications for future research and practice are discussed.
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  • 文章类型: Journal Article
    背景:随着计算机科学和人工智能的兴起,分析大型数据集有望为开发和改进基于证据的健康干预措施获得见解的巨大潜力。一种这样的干预措施是咨询策略动机访谈(MI),已被发现有效改善广泛的健康相关行为。尽管它的原则很简单,MI可能是一项具有挑战性的技能,需要专业知识才能有效应用。
    目的:本研究旨在调查人工智能模型在MI行为分类中的表现,并探讨在心理健康在线求助热线中使用这些模型作为临床实践中辅导员的自动化支持工具的可行性。
    方法:我们使用了来自113个自杀预防求助热线的253个MI咨询聊天会话的编码数据集。有23,982条消息用MI顺序码编码,用于观察过程交换码本,我们训练并评估了4个机器学习模型和1个深度学习模型,以根据语言使用对客户和辅导员MI行为进行分类.
    结果:深度学习模型BERTje优于所有机器学习模型,准确预测辅导员行为(准确度=0.72,曲线下面积[AUC]=0.95,科恩κ=0.69)。它区分了MI一致和不一致的辅导员行为(AUC=0.92,κ=0.65)以及唤起和非唤起语言(AUC=0.92,κ=0.66)。对于客户端行为,模型的准确度为0.70(AUC=0.89,κ=0.55)。该模型的可解释预测识别了客户改变谈话和维持谈话,顾问肯定,和反射类型,促进有价值的辅导员反馈。
    结论:这项研究的结果表明,人工智能技术可以准确地对MI行为进行分类,表明它们作为提高心理健康在线求助热线MI熟练程度的有价值工具的潜力。前提是数据集大小足够大,每个行为代码都有足够的训练样本,这些方法可以训练并应用于其他领域和语言,提供一种可扩展且具有成本效益的方法来评估MI依从性,加速行为编码,并为治疗师提供个性化,快,客观的反馈。
    BACKGROUND: With the rise of computer science and artificial intelligence, analyzing large data sets promises enormous potential in gaining insights for developing and improving evidence-based health interventions. One such intervention is the counseling strategy motivational interviewing (MI), which has been found effective in improving a wide range of health-related behaviors. Despite the simplicity of its principles, MI can be a challenging skill to learn and requires expertise to apply effectively.
    OBJECTIVE: This study aims to investigate the performance of artificial intelligence models in classifying MI behavior and explore the feasibility of using these models in online helplines for mental health as an automated support tool for counselors in clinical practice.
    METHODS: We used a coded data set of 253 MI counseling chat sessions from the 113 Suicide Prevention helpline. With 23,982 messages coded with the MI Sequential Code for Observing Process Exchanges codebook, we trained and evaluated 4 machine learning models and 1 deep learning model to classify client- and counselor MI behavior based on language use.
    RESULTS: The deep learning model BERTje outperformed all machine learning models, accurately predicting counselor behavior (accuracy=0.72, area under the curve [AUC]=0.95, Cohen κ=0.69). It differentiated MI congruent and incongruent counselor behavior (AUC=0.92, κ=0.65) and evocative and nonevocative language (AUC=0.92, κ=0.66). For client behavior, the model achieved an accuracy of 0.70 (AUC=0.89, κ=0.55). The model\'s interpretable predictions discerned client change talk and sustain talk, counselor affirmations, and reflection types, facilitating valuable counselor feedback.
    CONCLUSIONS: The results of this study demonstrate that artificial intelligence techniques can accurately classify MI behavior, indicating their potential as a valuable tool for enhancing MI proficiency in online helplines for mental health. Provided that the data set size is sufficiently large with enough training samples for each behavioral code, these methods can be trained and applied to other domains and languages, offering a scalable and cost-effective way to evaluate MI adherence, accelerate behavioral coding, and provide therapists with personalized, quick, and objective feedback.
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  • 文章类型: Journal Article
    背景:这项研究是对两种实施策略的成本效益研究,旨在培训大学和大学咨询中心的治疗师提供人际心理治疗。估计了实施培训师培训(TTT)战略与专家咨询战略的成本,计算并比较了它们对治疗师结局的相对影响。
    方法:在美国招募了24个咨询中心。这些中心被随机分配到TTT(实验)条件,内部治疗师培训了其他中心治疗师,或专家咨询条件,中心治疗师参加了一个研讨会,并接受了12个月的持续监督。主要结果是治疗师对人际心理治疗的忠诚(依从性和能力),通过治疗会议的录音评估,并使用线性混合模型进行分析。使用时间驱动的基于活动的成本计算方法对每个条件的成本进行量化,并涉及对中心主任进行的成本计算调查,跟进访谈和验证检查,以及专家条件下培训师时间跟踪日志的比较。获得每种情况下产生一名治疗师的平均成本。然后在两种情况下比较了在治疗师水平上产生同等改善的成本。
    结果:咨询中心使用TTT策略培训一名治疗师的平均成本为3,407美元(中位数=3,077美元);在控制条件下生产一名经过培训的治疗师的平均成本为2,055美元(中位数=1,932美元)。处于TTT状态的治疗师,平均而言,与对照条件下的治疗师相比,依从性得分高0.043;然而,这一差异无统计学意义.对于能力结果,在TTT条件下,治疗师的效应大小在很大范围内(1.16;95%CI:0.85-1.46;p<.001),和这种情况下的治疗师,平均而言,与专家咨询条件相比,能力得分高0.073(95%CI,0.008-0.14;p=.03)。使用TTT模型的咨询中心减少了353美元的培训费用,以提高治疗师的能力。
    结论:尽管短期成本较高,与专家咨询相比,TTT实施策略可提高治疗师的能力。扩大资源以支持该服务提供平台可以是增强在大学和大学咨询中心寻求护理的年轻人的精神保健的有效途径。
    背景:ClinicalTrials.gov标识符:NCT02079142。
    BACKGROUND: This study is a cost-effectiveness study of two implementation strategies designed to train therapists in college and university counseling centers to deliver interpersonal psychotherapy. Costs of implementing a train-the-trainer (TTT) strategy versus an expert consultation strategy were estimated, and their relative effects upon therapist outcomes were calculated and compared.
    METHODS: Twenty four counseling centers were recruited across the United States. These centers were randomized to either a TTT (experimental) condition, in which an in-house therapist trained other center therapists, or an expert consultation condition, in which center therapists participated in a workshop and received 12 months of ongoing supervision. The main outcome was therapist fidelity (adherence and competence) to interpersonal psychotherapy, assessed via audio recordings of therapy sessions, and analyzed using linear mixed models. Costs of each condition were quantified using time-driven activity-based costing methods, and involved a costing survey administered to center directors, follow up interviews and validation checks, and comparison of time tracking logs of trainers in the expert condition. Mean costs to produce one therapist were obtained for each condition. The costs to produce equivalent improvements in therapist-level outcomes were then compared between the two conditions.
    RESULTS: Mean cost incurred by counseling centers to train one therapist using the TTT strategy was $3,407 (median = $3,077); mean cost to produce one trained therapist in the control condition was $2,055 (median = $1,932). Therapists in the TTT condition, on average, demonstrated a 0.043 higher adherence score compared to therapists in the control condition; however, this difference was not statistically significant. For the competence outcome, effect size for therapists in the TTT condition was in the large range (1.16; 95% CI: 0.85-1.46; p < .001), and therapists in this condition, on average, demonstrated a 0.073 higher competence score compared to those in the expert consultation condition (95% CI, 0.008-0.14; p = .03). Counseling centers that used the TTT model incurred $353 less in training costs to produce equivalent improvements in therapist competence.
    CONCLUSIONS: Despite its higher short run costs, the TTT implementation strategy produces greater increases in therapist competence when compared to expert consultation. Expanding resources to support this platform for service delivery can be an effective way to enhance the mental health care of young people seeking care in college and university counseling centers.
    BACKGROUND: ClinicalTrials.gov Identifier: NCT02079142.
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  • 文章类型: Journal Article
    肥胖是糖尿病的主要危险因素。达到健康的减肥,特别是减少体内脂肪,在管理前驱糖尿病和防止进展为完全糖尿病及其合并症方面很重要。这项研究检查了个性化营养治疗(PNT)结合连续血糖监测(CGM)对糖尿病前期患者体重和组成的影响。共有30名超重或肥胖的糖尿病前期患者被随机分配到治疗方案中,观察到的CGM数据加上PNT,或在整个研究过程中不知道血糖结果的对照组。两组都提供了关于卡路里摄入量和大量营养素分布的饮食建议,再加上个性化的血糖控制和健康饮食目标设定,没有任何特别强调减轻体重或改变体力活动。每10天安排一次定期访视以进行测量并替换CGM。使用具有重复测量的通用线性模型分析数据。在30天的随访期内,两组的体重和脂肪量均显著减少.治疗组的体重和脂肪量减少了两倍,碳水化合物摄入量的显著减少,与对照组相比,花费在身体活动上的时间显着增加。此外,治疗组的依从性明显较高.这些发现表明,超重或肥胖的糖尿病前期患者可以通过个性化的血糖控制教育来实现体重减轻和身体成分改善。不完全强调减肥是首要目标。此外,CGM提供的实时反馈增强了这些改进。
    Obesity stands out as a primary risk factor for diabetes. Attaining healthy weight loss, especially reducing body fat, is important in managing prediabetes and preventing progression to full diabetes and its co-morbidities. This study examined the effects of personalized nutrition therapy (PNT) combined with continuous glucose monitoring (CGM) on body weight and composition in individuals with prediabetes. A total of 30 individuals with prediabetes who were overweight or obese were assigned randomly to either the treatment, observed CGM data plus PNT, or the control group which was blinded to their blood glucose results throughout the study. Both groups were provided with dietary recommendations for calorie intake and macronutrient distribution, coupled with personalized goal setting for glucose control and healthy eating, without any specific emphasis on weight reduction or changes in physical activity. Regular visits were scheduled every 10 days to perform measurements and replace CGMs. Data were analyzed using General Linear Model with repeated measures. Over the 30-day follow-up period, both groups experienced significant reductions in weight and fat mass. The treatment group exhibited two-fold greater reductions in both weight and fat mass, a significant decrease in carbohydrate intake, and a significant increase in time spent on physical activitycompared to the control group. In addition, compliance was notably higher in the treatment group. These findings indicate that overweight or obese individuals with prediabetes can achieve weight loss and improved body composition through personalized education for glucose control, without exclusively emphasizing weight loss as the primary objective. Additionally, the real-time feedback provided by CGM enhances these improvements.
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