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Comparing Digital Versus Face-to-Face Delivery of Systemic Psychotherapy Interventions: Systematic Review and Meta-Analysis of Randomized Controlled Trials. 比较数字和面对面的系统心理治疗干预:随机对照试验的系统回顾和荟萃分析。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-02-24 DOI: 10.2196/46441
Pieter Erasmus, Moritz Borrmann, Jule Becker, Lars Kuchinke, Gunther Meinlschmidt

Background: As digital mental health delivery becomes increasingly prominent, a solid evidence base regarding its efficacy is needed.

Objective: This study aims to synthesize evidence on the comparative efficacy of systemic psychotherapy interventions provided via digital versus face-to-face delivery modalities.

Methods: We followed PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines for searching PubMed, Embase, Cochrane CENTRAL, CINAHL, PsycINFO, and PSYNDEX and conducting a systematic review and meta-analysis. We included randomized controlled trials comparing mental, behavioral, and somatic outcomes of systemic psychotherapy interventions using self- and therapist-guided digital versus face-to-face delivery modalities. The risk of bias was assessed with the revised Cochrane Risk of Bias tool for randomized trials. Where appropriate, we calculated standardized mean differences and risk ratios. We calculated separate mean differences for nonaggregated analysis.

Results: We screened 3633 references and included 12 articles reporting on 4 trials (N=754). Participants were youths with poor diabetic control, traumatic brain injuries, increased risk behavior likelihood, and parents of youths with anorexia nervosa. A total of 56 outcomes were identified. Two trials provided digital intervention delivery via videoconferencing: one via an interactive graphic interface and one via a web-based program. In total, 23% (14/60) of risk of bias judgments were high risk, 42% (25/60) were some concerns, and 35% (21/60) were low risk. Due to heterogeneity in the data, meta-analysis was deemed inappropriate for 96% (54/56) of outcomes, which were interpreted qualitatively instead. Nonaggregated analyses of mean differences and CIs between delivery modalities yielded mixed results, with superiority of the digital delivery modality for 18% (10/56) of outcomes, superiority of the face-to-face delivery modality for 5% (3/56) of outcomes, equivalence between delivery modalities for 2% (1/56) of outcomes, and neither superiority of one modality nor equivalence between modalities for 75% (42/56) of outcomes. Consequently, for most outcome measures, no indication of superiority or equivalence regarding the relative efficacy of either delivery modality can be made at this stage. We further meta-analytically compared digital versus face-to-face delivery modalities for attrition (risk ratio 1.03, 95% CI 0.52-2.03; P=.93) and number of sessions attended (standardized mean difference -0.11; 95% CI -1.13 to -0.91; P=.83), finding no significant differences between modalities, while CIs falling outside the range of the minimal important difference indicate that equivalence cannot be determined at this stage.

Conclusions: Evidence on digital and face-to-face modalities for systemic psychotherapy interventions is largely heterogeneous,

背景:随着数字精神卫生服务变得越来越突出,需要一个关于其有效性的可靠证据基础。目的:本研究旨在综合通过数字和面对面传递方式提供的系统心理治疗干预的比较疗效的证据。方法:我们按照PRISMA (Preferred Reporting Items for Systematic Reviews and meta-analysis)指南检索PubMed、Embase、Cochrane CENTRAL、CINAHL、PsycINFO和PSYNDEX,并进行系统评价和meta-分析。我们纳入了随机对照试验,比较系统心理治疗干预使用自我和治疗师指导的数字与面对面传递方式的心理、行为和躯体结果。偏倚风险采用改进的Cochrane随机试验偏倚风险工具进行评估。在适当的情况下,我们计算了标准化平均差异和风险比。我们分别计算了非聚合分析的平均差异。结果:我们筛选了3633篇文献,包括12篇报道4项试验的文章(N=754)。参与者是糖尿病控制不良、创伤性脑损伤、高风险行为可能性增加的青少年,以及患有神经性厌食症的青少年的父母。总共确定了56个结果。两项试验通过视频会议提供数字干预:一项通过交互式图形界面,另一项通过基于网络的程序。总的来说,23%(14/60)的偏倚判断风险为高风险,42%(25/60)为一些关注,35%(21/60)为低风险。由于数据的异质性,96%(54/56)的结果被认为不适合meta分析,而采用定性解释。对交付方式之间的平均差异和ci的非汇总分析得出了混合的结果,数字交付方式的优势为18%(10/56),面对面交付方式的优势为5%(3/56),交付方式之间的等效为2%(1/56),一种模式既没有优势,也没有等效75%(42/56)的结果。因此,对于大多数结果测量,在此阶段无法表明两种递送方式的相对疗效的优越性或等效性。我们进一步荟萃分析比较了数字和面对面的分娩方式对人员流失的影响(风险比1.03,95% CI 0.52-2.03;P= 0.93)和参加会议的次数(标准化平均差-0.11;95% CI -1.13 ~ -0.91;P=.83),发现模式之间没有显著差异,而ci落在最小重要差异的范围之外,表明在此阶段无法确定等效性。结论:关于系统心理治疗干预的数字和面对面方式的证据在很大程度上是异质的,限制了关于数字和面对面传递的不同疗效的结论。非汇总分析和荟萃分析均未显示两种分娩方式的优越性。需要更多的研究来得出结论,数字和面对面的教学模式是否一般相等,或者在何种情况下,一种模式优于另一种模式。试验注册:PROSPERO CRD42022335013;https://tinyurl.com/nprder8h。
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引用次数: 0
Exploring Barriers to Patients' Progression in the Cardiac Rehabilitation Journey From Health Care Providers' Perspectives: Qualitative Study. 从医疗保健提供者的角度探讨患者在心脏康复过程中进展的障碍:定性研究。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-02-21 DOI: 10.2196/66164
Shri Harini Ramesh, Darwin Jull, Hélène Fournier, Fateme Rajabiyazdi

Background: Cardiovascular diseases are one of the leading causes of mortality globally. Cardiac rehabilitation (CR) programs are crucial for patients recovering from cardiac events, as they help reduce the risk of recurrent events and support patient recovery. The patient's journey in CR spans the stages before, during, and after the program. Patients have to progress through each stage of CR programs successfully to complete the entire CR journey and get the full benefits of CR programs, but numerous barriers within this journey can hinder patient progression.

Objective: This study aims to explore the barriers to progression at all stages of the CR patient journey from the perspectives of health care providers involved in CR care.

Methods: This qualitative study involved semistructured interviews with health care providers involved in CR care from July 2023 to January 2024. A purposive maximal variation sampling method was used to target providers with diverse demographics and specialties. Snowball sampling was used to recruit participants, leveraging the existing networks of participants. Each interview lasted between 30 and 45 minutes. Interviews were recorded, transcribed verbatim, and analyzed using an inductive thematic analysis approach. Data analysis was conducted from August 2023 to February 2024.

Results: Ten health care providers, comprising 7 females and 3 males, were interviewed. Their roles included physician, program director, nurse manager, clinical manager, nurse coordinator, nurse, physiotherapist, and kinesiologist. The analysis identified four overarching themes related to barriers to progression in the CR journey: (1) patients not being referred to CR programs, (2) patients not enrolling in CR programs, (3) patients dropping out of CR programs, and (4) patients' lack of adherence to lifestyle changes post-CR programs.

Conclusions: In light of the growing interest in technological interventions in CR programs, we proposed 4 potential technological solutions to address the barriers to progression identified in our analysis. These solutions aim to provide a foundation for future research to guide the development of effective technologies and enhance patient progression within the CR journey.

背景:心血管疾病是全球死亡的主要原因之一。心脏康复(CR)计划对于心脏事件患者的康复至关重要,因为它们有助于降低复发事件的风险并支持患者康复。患者的CR之旅包括治疗前、治疗中和治疗后三个阶段。患者必须成功地通过CR计划的每个阶段,以完成整个CR旅程并获得CR计划的全部益处,但这一过程中的许多障碍会阻碍患者的进展。目的:本研究旨在从参与CR护理的卫生保健提供者的角度探讨CR患者病程各阶段的进展障碍。方法:从2023年7月至2024年1月,对参与CR护理的卫生保健提供者进行半结构化访谈。采用有目的的最大变异抽样方法对具有不同人口统计学特征和专业的医疗服务提供者进行抽样。雪球抽样被用来招募参与者,利用现有的参与者网络。每次采访持续30到45分钟。访谈被记录下来,逐字转录,并使用归纳主题分析方法进行分析。数据分析时间为2023年8月至2024年2月。结果:访谈了10名卫生保健提供者,包括7名女性和3名男性。他们的角色包括医生、项目主管、护士经理、临床经理、护士协调员、护士、物理治疗师和运动学家。分析确定了四个与CR进程障碍相关的总体主题:(1)未转介CR计划的患者,(2)未参加CR计划的患者,(3)退出CR计划的患者,以及(4)CR计划后患者缺乏对生活方式改变的坚持。结论:鉴于对CR项目中技术干预的兴趣日益浓厚,我们提出了4种潜在的技术解决方案,以解决我们分析中确定的进展障碍。这些解决方案旨在为未来的研究提供基础,以指导有效技术的发展,并在CR过程中促进患者的进展。
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引用次数: 0
Use of Clinical Public Databases in Hidradenitis Suppurativa Research. 临床公共数据库在化脓性汗腺炎研究中的应用。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-02-18 DOI: 10.2196/70282
Xu Liu, Linghong Guo, Xian Jiang

In this viewpoint, we argue that recent studies using clinical public databases have revolutionized our understanding of hidradenitis suppurativa (HS), a chronic inflammatory skin condition with significant impacts on patients' quality of life. Our key messages are as follows: (1) these databases enable large-scale studies integrating genetic, epidemiological, and clinical data, providing crucial insights into HS's genetic predispositions, comorbidities, and treatment outcomes; (2) findings highlight a strong genetic component, with mutations in the γ-secretase complex playing a key role in HS pathogenesis and shaping targeted therapies; (3) studies also reveal elevated risks for comorbidities like obesity, diabetes, cardiovascular disease, and systemic inflammation in patients with HS, with diet-driven inflammatory pathways potentially exacerbating disease severity; (4) while these databases offer unprecedented research opportunities, limitations such as data representativeness and quality must be considered; (5) nonetheless, their benefits outweigh potential drawbacks, allowing the identification of rare comorbidities, disease progression patterns, and personalized treatment strategies; and (6) increased funding for HS research is crucial to harness these databases' full potential, develop targeted therapies, and ultimately improve patient outcomes. As HS's impact is disproportionate to current research investments, we believe advocating for more resources and addressing database limitations will be key to advancing HS understanding and care.

在这一观点下,我们认为最近使用临床公共数据库的研究已经彻底改变了我们对化脓性汗腺炎(HS)的理解,这是一种对患者生活质量有重大影响的慢性炎症性皮肤病。我们的主要信息如下:(1)这些数据库能够整合遗传、流行病学和临床数据进行大规模研究,为HS的遗传易感性、合并症和治疗结果提供重要见解;(2)研究结果强调了一个强大的遗传成分,γ-分泌酶复合物的突变在HS发病机制和形成靶向治疗中起关键作用;(3)研究还表明,HS患者的合并症风险增加,如肥胖、糖尿病、心血管疾病和全身性炎症,饮食驱动的炎症途径可能加剧疾病严重程度;(4)虽然这些数据库提供了前所未有的研究机会,但必须考虑数据代表性和质量等局限性;(5)尽管如此,它们的益处大于潜在的缺点,允许识别罕见的合并症、疾病进展模式和个性化的治疗策略;(6)增加对HS研究的资助对于充分利用这些数据库的潜力、开发靶向治疗并最终改善患者的治疗效果至关重要。由于HS的影响与当前的研究投资不成比例,我们认为倡导更多的资源和解决数据库限制将是促进HS理解和护理的关键。
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引用次数: 0
An Automated Clinical Laboratory Decision Support System for Test Utilization, Medical Necessity Verification, and Payment Processing. 用于测试使用、医疗需求验证和支付处理的自动化临床实验室决策支持系统。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-02-11 DOI: 10.2196/46007
Safedin Beqaj, Rojeet Shrestha, Tim Hamill

Physicians could improve the efficiency of the health care system if a reliable resource were available to aid them in better understanding, selecting, and interpreting the diagnostic laboratory tests. It has been well established and widely recognized that (1) laboratory testing provides 70%-85% of the objective data that physicians use in the diagnosis and treatment of their patients; (2) orders for laboratory tests in the United States have increased, with an estimated volume of 4-5 billion tests per year; (3) there is a lack of user-friendly tools to guide physicians in their test selection and ordering; and (4) laboratory test overutilization and underutilization continue to represent a pervasive source of inefficiency in the health care system. These inappropriate test orders not only lead to slower or incorrect diagnoses for patients but also add a significant financial burden. In addition, many ordered tests are not reimbursed by Medicare because they are inappropriate for the medical condition or were ordered with the incorrect International Statistical Classification of Diseases and Related Health Problems, Tenth Revision diagnostic code, not meeting the medical necessity. Therefore, current clinical laboratory test ordering procedures experience a quality gap. Often, providers do not have access to an appropriate tool that uses evidence-based guidelines or algorithms to ensure that tests are not duplicated, overused, or underused. This viewpoint lays out the potential use of an automated laboratory clinical decision support system that helps providers order the right test for the right disease and documents the right reason or medical necessity to pay for the testing.

非结构化:如果有可靠的资源可以帮助医生更好地理解、选择和解释诊断性实验室测试,医生可以提高医疗保健系统的效率。已经建立并被广泛认可的是:(a)实验室检测提供了医生在诊断和治疗患者时使用的70-85%的客观数据,(b)美国实验室检测的订单以估计每年40 - 50亿次的数量增加,(c)缺乏用户友好的工具来指导医生选择和订购检测。(d)实验室检测的过度使用和利用不足仍然是医疗保健系统效率低下的普遍根源。这些不适当的检查顺序不仅导致患者诊断缓慢或不正确,而且还增加了重大的经济负担。此外,许多订购的测试没有得到医疗保险的报销,因为它们不适合医疗状况,或者是用错误的ICD-10诊断代码订购的,不符合医疗需要。因此,目前的临床实验室检测订购程序存在质量差距。提供者往往无法获得适当的工具,这些工具使用循证准则或算法来确保不重复、不过度或不充分利用检测。这一观点阐述了自动化实验室临床决策支持系统(CDDS)的潜在用途,该系统可以帮助提供者为正确的疾病安排正确的检测,并记录支付检测费用的正确原因或医疗必要性。
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引用次数: 0
Perceptions and Experiences of Caregiver-Employees, Employers, and Health Care Professionals With Caregiver-Friendly Workplace Policy in Hong Kong: Thematic Analysis. 照顾者雇员、雇主及医护专业人员对香港照顾者友善工作场所政策的看法及经验:专题分析。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-02-10 DOI: 10.2196/58528
Maggie Man-Sin Lee, Eng-Kiong Yeoh, Eliza Lai-Yi Wong, Xue Bai, Nelson Chun-Yiu Yeung, Catherine French, Henock Taddese

Background: Caregiver-employees (CEs) for older adults experience a high burden to fulfill their dual roles. Caregiver-friendly workplace policy (CFWP) has been used in many countries to balance employment and caregiving duties, but it is a relatively new concept in Hong Kong.

Objective: This study explored the views and experiences of CEs, employers, and health care professionals regarding CFWP (specifically for older adult caregivers) in Hong Kong.

Methods: This study explored the CFWP-related views and experiences in Hong Kong using 15 in-depth interviews with purposively sampled CEs for older adults, employers, and health care professionals.

Results: Two context-related themes ("lacking leadership" and "unfavorable culture") were identified with thematic analysis. They explain the absence of CFWP in Hong Kong due to the lack of governmental and organizational leadership, and the additional burden experienced by CEs because of the working culture that underpins work-life separation, overprizing business interest, and unsympathetic corporate attitude. Implicit voice theory was applicable in explaining CEs' nondisclosure about their status at work due to potential risks. In addition, the two facilitation-related themes ("role struggle" and "inadequate support") identified in this study exhibit how the dual role had positive and negative spillover effects on each other and the inadequacy of social welfare and health care support systems.

Conclusions: We strongly recommend exploring and adopting potential CFWP in Hong Kong, considering the complexity of factors identified in this study.

背景:老年人的照顾者-雇员(ce)在履行其双重角色时承受着很高的负担。照顾者友好型工作场所政策(CFWP)已被许多国家采用,以平衡就业和照顾责任,但这在香港是一个相对较新的概念。目的:本研究探讨了香港家庭服务提供者、雇主和卫生保健专业人员对CFWP(特别是老年护理人员)的看法和经验。方法:本研究通过15个深度访谈,探讨了香港与cfwp相关的观点和经验,这些访谈有目的地抽样了老年人、雇主和医疗保健专业人员。结果:主题分析确定了两个与情境相关的主题(“缺乏领导力”和“不利的文化”)。他们解释说,在香港,由于缺乏政府和组织的领导,CFWP的缺失,以及由于支持工作与生活分离的工作文化,过度重视商业利益和冷漠的企业态度,个人消费人士承受了额外的负担。内隐声音理论适用于解释ce因潜在风险而不愿透露其工作状态的现象。此外,本研究确定的两个与促进相关的主题(“角色斗争”和“支持不足”)表明,双重角色如何相互产生积极和消极的溢出效应,以及社会福利和卫生保健支持系统的不足。结论:考虑到本研究确定的因素的复杂性,我们强烈建议在香港探索和采用潜在的CFWP。
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引用次数: 0
Process Evaluations of Interventions for the Prevention of Type 2 Diabetes in Women With Gestational Diabetes Mellitus: Systematic Review. 妊娠期糖尿病妇女预防2型糖尿病干预措施的过程评价:系统综述。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-02-06 DOI: 10.2196/51718
Iklil Iman Mohd Sa'id, Natasha Hotung, Madeleine Benton, Iliatha Papachristou Nadal, Anisah Baharom, Matthew Prina, Barakatun Nisak Mohd Yusof, Kimberley Goldsmith, Samantha Birts, Ching Siew Mooi, Angus Forbes, Khalida Ismail, Boon How Chew

Background: Gestational diabetes mellitus (GDM) is characterized by hyperglycemia in pregnancy and typically resolves after birth. Women with GDM have an increased risk of developing type 2 diabetes mellitus (T2DM) later in life compared to those with normoglycemic pregnancy. While diabetes prevention interventions (DPIs) have been developed to delay or prevent the onset of T2DM, few studies have provided process evaluation (PE) data to assess the mechanisms of impact, quality of implementation, or contextual factors that may influence the effectiveness of the intervention.

Objective: This study aims to identify and evaluate PE data and how these link to outcomes of randomized controlled trials (RCTs) of T2DM prevention interventions for women with GDM.

Methods: A systematic review was conducted to identify studies published from 2005 to 2020 aiming to capture the most recent DPIs. Five electronic bibliographic databases (Cochrane Library, Cochrane Collaboration Registry of Controlled Trials, Embase, PubMed, and MEDLINE) were searched to identify relevant studies. Inclusion criteria were published (peer-reviewed) RCTs of DPIs in women with a current diagnosis or history of GDM. Exclusion criteria were studies not published in English; studies where the target population was women who had a family history of T2D or women who were menopausal or postmenopausal; and gray literature, including abstracts in conference proceedings. The Medical Research Council's PE framework of complex interventions was used to identify key PE components. The Mixed Method Appraisal Tool was used to assess the quality of included studies.

Results: A total of 24 studies were included; however, only 5 studies explicitly reported a PE theoretical framework. The studies involved 3 methods of intervention delivery, including in person (n=7), digital (n=7), and hybrid (n=9). Two of the studies conducted pilot RCTs assessing the feasibility and acceptability of their interventions, including recruitment, participation, retention, program implementation, adherence, and satisfaction, and 1 study assessed the efficacy of a questionnaire to promote food and vegetable intake. While most studies linked PE data with study outcomes, it was unclear which of the reported PE components were specifically linked to the positive outcomes.

Conclusions: While the Medical Research Council's framework is a valuable source for conducting systematic reviews on PEs, it has been criticized for lacking practical advice on how to conduct them. The lack of information on PE frameworks in our review also made it difficult to categorize individual PE components against the framework. We need clearer guidance and robust frameworks for conducting PEs for the development and reporting of DPIs for women with GDM.

Trial registration: PROSPERO International Prospective Register

背景:妊娠期糖尿病(GDM)以妊娠期高血糖为特征,通常在出生后消退。与妊娠血糖正常的妇女相比,妊娠期糖尿病妇女在以后的生活中患2型糖尿病(T2DM)的风险增加。虽然糖尿病预防干预(dpi)已被开发用于延迟或预防2型糖尿病的发病,但很少有研究提供过程评估(PE)数据来评估影响机制、实施质量或可能影响干预有效性的背景因素。目的:本研究旨在识别和评估PE数据,以及这些数据与GDM女性T2DM预防干预的随机对照试验(rct)结果的联系。方法:对2005年至2020年发表的旨在捕获最新dpi的研究进行系统综述。检索了5个电子书目数据库(Cochrane Library, Cochrane Collaboration Registry of Controlled Trials, Embase, PubMed和MEDLINE)以确定相关研究。纳入标准是发表的(同行评议的)当前诊断或有GDM病史的女性DPIs的随机对照试验。排除标准为未以英文发表的研究;研究的目标人群是有T2D家族史的女性或绝经或绝经后的女性;灰色文献,包括会议记录的摘要。利用医学研究理事会的复杂干预措施的PE框架来确定PE的关键组成部分。采用混合方法评价工具评价纳入研究的质量。结果:共纳入24项研究;然而,只有5项研究明确报道了PE的理论框架。研究涉及3种干预交付方法,包括亲自(n=7),数字(n=7)和混合(n=9)。其中两项研究进行了试点随机对照试验,评估其干预措施的可行性和可接受性,包括招募、参与、保留、计划实施、依从性和满意度。一项研究评估了问卷调查促进食物和蔬菜摄入的有效性。虽然大多数研究将PE数据与研究结果联系起来,但尚不清楚所报告的PE成分中哪些与积极结果特别相关。结论:虽然医学研究理事会的框架是对pe进行系统审查的宝贵来源,但它因缺乏关于如何进行系统审查的实用建议而受到批评。在我们的审查中缺乏关于PE框架的信息也使得很难根据框架对单个PE组件进行分类。我们需要更明确的指导和强有力的框架,以便为患有GDM的妇女制定和报告DPIs开展pe。试验注册:普洛斯彼罗国际前瞻性系统评价注册CRD42020208212;https://www.crd.york.ac.uk/PROSPERO/display_record.php?RecordID=208212.International注册报表标识符(irrid): RR2-https://doi.org/10.1177/16094069211034010。
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引用次数: 0
Correlation Between Objective Habit Metrics and Objective Medication Adherence: Retrospective Study of 15,818 Participants From Clinical Studies. 客观习惯指标与客观药物依从性的相关性:15818名临床研究参与者的回顾性研究。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-02-06 DOI: 10.2196/63987
Antoine Pironet, L Alison Phillips, Bernard Vrijens

Background: Medication adherence, or how patients take their medication as prescribed, is suboptimal worldwide. Improving medication-taking habit might be an effective way to improve medication adherence. However, habit is difficult to quantify, and conventional habit metrics are self-reported, with recognized limitations. Recently, several objective habit metrics have been proposed, based on objective medication-taking data.

Objective: We aim to explore the correlation between objective habit metrics and objective medication adherence on a large dataset.

Methods: The Medication Event Monitoring System Adherence Knowledge Center, a database of anonymized electronic medication intake data from ambulant participants enrolled in past clinical studies, was used as the data source. Electronic medication intake data from participants following a once-daily regimen and monitored for 14 days or more were used. Further, two objective habit metrics were computed from each participant's medication intake history: (1) SD of the hour of intake, representing daily variability in the timing of medication intakes, and (2) weekly cross-correlation, representing weekly consistency in the timing of medication intakes. The implementation component of medication adherence was quantified using (1) the proportion of doses taken and (2) the proportion of correct days.

Results: A total of 15,818 participants met the criteria. These participants took part in 108 clinical studies mainly focused on treatments for hypertension (n=4737, 30%) and osteoporosis (n=3353, 21%). The SD of the hour of intake was significantly negatively correlated with the 2 objective adherence metrics: proportion of correct days (Spearman correlation coefficient, ρS=-0.62, P<.001) and proportion of doses taken (ρS=-0.09, P<.001). The weekly cross-correlation was significantly positively correlated with the 2 objective adherence metrics: proportion of correct days (ρS=0.55, P<.001) and proportion of doses taken (ρS=0.32, P<.001). A lower daily or weekly variability in the timing of medication intakes is thus associated with better medication adherence. However, no variability is not the norm, as only 3.6% of participants have 95% of their intakes in a 1-hour window. Among the numerous factors influencing medication adherence, habit strength is an important one as it explains over 30% of the variance in medication adherence.

Conclusions: Objective habit metrics are correlated to objective medication adherence. Such objective habit metrics can be used to monitor patients and identify those who may benefit from habit-building support.

背景:药物依从性,或患者如何按照处方服药,在世界范围内是次优的。改善服药习惯可能是提高服药依从性的有效途径。然而,习惯是很难量化的,传统的习惯指标是自我报告的,具有公认的局限性。最近,一些基于客观服药数据的客观习惯指标被提出。目的:我们的目的是在一个大数据集上探索客观习惯指标与客观药物依从性之间的相关性。方法:以药物事件监测系统依从性知识中心(Medication Event Monitoring System依从性知识中心)为数据源,该数据库收集了以往临床研究中门诊参与者的匿名电子药物摄入数据。研究人员使用了参与者每天一次的电子药物摄入数据,并对其进行了14天或更长时间的监测。此外,从每个参与者的药物摄入历史中计算出两个客观的习惯指标:(1)摄入小时的标准差,代表每天药物摄入时间的可变性;(2)每周相互关联,代表每周药物摄入时间的一致性。采用(1)服药剂量比例和(2)正确天数比例来量化药物依从性的实施成分。结果:共有15818名参与者符合标准。这些参与者参加了108项临床研究,主要集中在高血压(n=4737, 30%)和骨质疏松症(n=3353, 21%)的治疗。服药时数的SD与正确天数比例2项客观依从性指标呈显著负相关(Spearman相关系数,ρS=-0.62, PS=-0.09, PS=0.55, PS=0.32, p)。结论:客观习惯指标与客观服药依从性相关。这种客观的习惯指标可以用来监测病人,并确定那些可能受益于习惯建设的支持。
{"title":"Correlation Between Objective Habit Metrics and Objective Medication Adherence: Retrospective Study of 15,818 Participants From Clinical Studies.","authors":"Antoine Pironet, L Alison Phillips, Bernard Vrijens","doi":"10.2196/63987","DOIUrl":"10.2196/63987","url":null,"abstract":"<p><strong>Background: </strong>Medication adherence, or how patients take their medication as prescribed, is suboptimal worldwide. Improving medication-taking habit might be an effective way to improve medication adherence. However, habit is difficult to quantify, and conventional habit metrics are self-reported, with recognized limitations. Recently, several objective habit metrics have been proposed, based on objective medication-taking data.</p><p><strong>Objective: </strong>We aim to explore the correlation between objective habit metrics and objective medication adherence on a large dataset.</p><p><strong>Methods: </strong>The Medication Event Monitoring System Adherence Knowledge Center, a database of anonymized electronic medication intake data from ambulant participants enrolled in past clinical studies, was used as the data source. Electronic medication intake data from participants following a once-daily regimen and monitored for 14 days or more were used. Further, two objective habit metrics were computed from each participant's medication intake history: (1) SD of the hour of intake, representing daily variability in the timing of medication intakes, and (2) weekly cross-correlation, representing weekly consistency in the timing of medication intakes. The implementation component of medication adherence was quantified using (1) the proportion of doses taken and (2) the proportion of correct days.</p><p><strong>Results: </strong>A total of 15,818 participants met the criteria. These participants took part in 108 clinical studies mainly focused on treatments for hypertension (n=4737, 30%) and osteoporosis (n=3353, 21%). The SD of the hour of intake was significantly negatively correlated with the 2 objective adherence metrics: proportion of correct days (Spearman correlation coefficient, ρ<sub>S</sub>=-0.62, P<.001) and proportion of doses taken (ρ<sub>S</sub>=-0.09, P<.001). The weekly cross-correlation was significantly positively correlated with the 2 objective adherence metrics: proportion of correct days (ρ<sub>S</sub>=0.55, P<.001) and proportion of doses taken (ρ<sub>S</sub>=0.32, P<.001). A lower daily or weekly variability in the timing of medication intakes is thus associated with better medication adherence. However, no variability is not the norm, as only 3.6% of participants have 95% of their intakes in a 1-hour window. Among the numerous factors influencing medication adherence, habit strength is an important one as it explains over 30% of the variance in medication adherence.</p><p><strong>Conclusions: </strong>Objective habit metrics are correlated to objective medication adherence. Such objective habit metrics can be used to monitor patients and identify those who may benefit from habit-building support.</p>","PeriodicalId":51757,"journal":{"name":"Interactive Journal of Medical Research","volume":"14 ","pages":"e63987"},"PeriodicalIF":1.9,"publicationDate":"2025-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11843050/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143366727","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evolution of Artificial Intelligence in Medical Education From 2000 to 2024: Bibliometric Analysis. 2000 - 2024年医学教育中人工智能的演变:文献计量分析
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-30 DOI: 10.2196/63775
Rui Li, Tong Wu

Background: Incorporating artificial intelligence (AI) into medical education has gained significant attention for its potential to enhance teaching and learning outcomes. However, it lacks a comprehensive study depicting the academic performance and status of AI in the medical education domain.

Objective: This study aims to analyze the social patterns, productive contributors, knowledge structure, and clusters since the 21st century.

Methods: Documents were retrieved from the Web of Science Core Collection database from 2000 to 2024. VOSviewer, Incites, and Citespace were used to analyze the bibliometric metrics, which were categorized by country, institution, authors, journals, and keywords. The variables analyzed encompassed counts, citations, H-index, impact factor, and collaboration metrics.

Results: Altogether, 7534 publications were initially retrieved and 2775 were included for analysis. The annual count and citation of papers exhibited exponential trends since 2018. The United States emerged as the lead contributor due to its high productivity and recognition levels. Stanford University, Johns Hopkins University, National University of Singapore, Mayo Clinic, University of Arizona, and University of Toronto were representative institutions in their respective fields. Cureus, JMIR Medical Education, Medical Teacher, and BMC Medical Education ranked as the top four most productive journals. The resulting heat map highlighted several high-frequency keywords, including performance, education, AI, and model. The citation burst time of terms revealed that AI technologies shifted from imaging processing (2000), augmented reality (2013), and virtual reality (2016) to decision-making (2020) and model (2021). Keywords such as mortality and robotic surgery persisted into 2023, suggesting the ongoing recognition and interest in these areas.

Conclusions: This study provides valuable insights and guidance for researchers who are interested in educational technology, as well as recommendations for pioneering institutions and journal submissions. Along with the rapid growth of AI, medical education is expected to gain much more benefits.

背景:将人工智能(AI)纳入医学教育因其提高教学和学习成果的潜力而受到广泛关注。然而,缺乏一项全面的研究来描述人工智能在医学教育领域的学术表现和地位。目的:分析21世纪以来的社会形态、生产力贡献者、知识结构和集群特征。方法:检索Web of Science Core Collection数据库2000 - 2024年的文献。使用VOSviewer、Incites和Citespace对文献计量指标进行了分析,这些指标按国家、机构、作者、期刊和关键词进行了分类。分析的变量包括计数、引用、h指数、影响因子和协作指标。结果:最初共检索到7534篇文献,其中2775篇纳入分析。自2018年以来,年度论文数量和被引量呈指数增长趋势。美国因其高生产率和高认可度而成为主要贡献者。斯坦福大学、约翰霍普金斯大学、新加坡国立大学、梅奥诊所、亚利桑那大学和多伦多大学是各自领域的代表性机构。《Cureus》、《JMIR Medical Education》、《Medical Teacher》和《BMC Medical Education》被评为生产力最高的4大期刊。由此产生的热图突出了几个高频关键词,包括性能、教育、人工智能和模型。术语的引用爆发时间表明,人工智能技术从图像处理(2000年)、增强现实(2013年)、虚拟现实(2016年)转向决策(2020年)和模型(2021年)。死亡率和机器人手术等关键词持续到2023年,表明人们对这些领域的认识和兴趣仍在继续。结论:本研究为对教育技术感兴趣的研究人员提供了有价值的见解和指导,并为开拓机构和期刊投稿提供了建议。随着人工智能的快速发展,医学教育有望获得更多的好处。
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引用次数: 0
The Clinicians' Guide to Large Language Models: A General Perspective With a Focus on Hallucinations. 大语言模型的临床医生指南:以幻觉为焦点的一般观点。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-28 DOI: 10.2196/59823
Dimitri Roustan, François Bastardot

Large language models (LLMs) are artificial intelligence tools that have the prospect of profoundly changing how we practice all aspects of medicine. Considering the incredible potential of LLMs in medicine and the interest of many health care stakeholders for implementation into routine practice, it is therefore essential that clinicians be aware of the basic risks associated with the use of these models. Namely, a significant risk associated with the use of LLMs is their potential to create hallucinations. Hallucinations (false information) generated by LLMs arise from a multitude of causes, including both factors related to the training dataset as well as their auto-regressive nature. The implications for clinical practice range from the generation of inaccurate diagnostic and therapeutic information to the reinforcement of flawed diagnostic reasoning pathways, as well as a lack of reliability if not used properly. To reduce this risk, we developed a general technical framework for approaching LLMs in general clinical practice, as well as for implementation on a larger institutional scale.

大型语言模型(llm)是一种人工智能工具,有望深刻改变我们在医学实践的各个方面。考虑到法学硕士在医学领域的巨大潜力,以及许多医疗保健利益相关者对将其应用于日常实践的兴趣,因此临床医生必须意识到与使用这些模型相关的基本风险。也就是说,与使用llm相关的一个重大风险是它们可能产生幻觉。llm产生的幻觉(虚假信息)由多种原因引起,包括与训练数据集相关的因素以及它们的自回归性质。对临床实践的影响范围从产生不准确的诊断和治疗信息到强化有缺陷的诊断推理途径,以及如果使用不当则缺乏可靠性。为了降低这种风险,我们开发了一个通用的技术框架,用于在一般临床实践中接近法学硕士,以及在更大的机构规模上实施。
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引用次数: 0
The Evolution of Uroflowmetry and Bladder Diary and the Emerging Trend of Using Home Devices From Hospital to Home. 尿流仪和膀胱日记的发展以及从医院到家庭使用家庭设备的新趋势。
IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-28 DOI: 10.2196/66694
Ming-Wei Li, Yao-Chou Tsai, Stephen Shei-Dei Yang, Yuan-Hung Pong, Yu-Ting Tsai, Vincent Fang-Sheng Tsai

Although uroflowmetry and bladder diaries are widely used for noninvasive evaluation of lower urinary tract symptoms, they still have limitations in diagnostic capability and users' convenience. The aim of this paper is to discuss potential solutions by reviewing (1) the evolution and current clinical use of uroflowmetry and bladder diary, including clinical guidelines, daily practice applications, and their historical development; (2) a growing trend toward using home devices with various technologies; and (3) a comprehensive comparison of the strengths and weaknesses of these home devices. In our opinion, the following points can be highlighted: (1) the emerging trend of using home devices can enhance diagnostic capabilities through repeated measurements and the convenience of at-home testing and (2) home devices, which provide both frequency-volume and uroflowmetry information, have the potential to transform the management of lower urinary tract symptoms.

虽然尿流仪和膀胱日记被广泛用于下尿路症状的无创评估,但在诊断能力和用户便利性方面仍存在局限性。本文的目的是通过回顾:(1)尿流测量和膀胱日记的演变和临床应用,包括临床指南、日常实践应用和它们的历史发展,来讨论可能的解决方案;(2)使用各种技术的家用设备的趋势日益增长;(3)综合比较这些家居设备的优缺点。在我们看来,可以强调以下几点:(1)使用家用设备的新兴趋势可以通过重复测量和家庭测试的便利性来增强诊断能力;(2)家用设备提供频率-体积和尿流测量信息,有可能改变下尿路症状的管理。
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引用次数: 0
期刊
Interactive Journal of Medical Research
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