Data Interpretation

数据解释
  • 文章类型: Journal Article
    背景:最近电子健康的增长是前所未有的,特别是在COVID-19大流行之后。在eHealth中,可穿戴技术越来越多地被采用,因为它可以在日常生活环境中提供慢性和急性条件的远程监控。可穿戴技术可用于监测和跟踪日常生活环境中身体和心理压力的关键指标,为临床医生提供有用的信息。关键挑战之一是以易于解释的方式向临床医生提供大量可穿戴数据,以做出明智的决定。
    目的:这项研究的目的是设计一个可穿戴数据仪表板,名为CarePortal,呈现对临床医生有意义的可穿戴数据的分析可视化。该研究分为2个主要研究目标:了解临床医生对可穿戴数据解释和可视化的需求,并为Web应用程序开发系统架构,以可视化可穿戴数据和相关分析。
    方法:我们使用了从116名经历创伤的青少年参与者收集的可穿戴数据集。两个星期,参与者佩戴MicrosoftBand,记录心率(HR)等生理传感器数据.共收集834天的HR数据。要设计CarePortal仪表板,我们使用参与式设计方法,直接与具有临床心理学和神经心理学背景的临床医生(利益相关者)进行互动.总共从罗德岛医院和马萨诸塞州纪念健康大学招募了8名临床医生。该研究涉及参与式研讨会的5个阶段,并从了解临床医生的需求开始。在研究结束时使用用户体验问卷来定量评估用户体验。生理指标,如每日和每小时最大值,minimum,平均,HR和HR变异性的SD,以及基于人力资源的活动水平,已确定。本研究调查了可穿戴数据的各种数据可视化绘图方法,包括雷达图,堆叠条形图,散点图与线图相结合,简单的条形图,和箱线图。
    结果:在了解临床医生的需求后,我们创建了一个CarePortal仪表板。我们研讨会的结果表明,整体临床医生更喜欢汇总信息,如每日HR而不是连续HR,并希望看到可穿戴传感器数据在一段时间内的趋势(例如,days).在用户体验问卷中,获得1.4分,这表明CarePortal的使用令人兴奋(问题5),收到了类似的分数,表明CarePortal是领先的(问题8)。平均而言,临床医生报告说,CarePortal具有支持性,可用于做出知情决策.
    结论:我们得出的结论是,与可穿戴传感器数据可视化技术集成的CarePortal仪表板将是未来临床医生可以接受的工具。
    BACKGROUND: The recent growth of eHealth is unprecedented, especially after the COVID-19 pandemic. Within eHealth, wearable technology is increasingly being adopted because it can offer the remote monitoring of chronic and acute conditions in daily life environments. Wearable technology may be used to monitor and track key indicators of physical and psychological stress in daily life settings, providing helpful information for clinicians. One of the key challenges is to present extensive wearable data to clinicians in an easily interpretable manner to make informed decisions.
    OBJECTIVE: The purpose of this research was to design a wearable data dashboard, named CarePortal, to present analytic visualizations of wearable data that are meaningful to clinicians. The study was divided into 2 main research objectives: to understand the needs of clinicians regarding wearable data interpretation and visualization and to develop a system architecture for a web application to visualize wearable data and related analytics.
    METHODS: We used a wearable data set collected from 116 adolescent participants who experienced trauma. For 2 weeks, participants wore a Microsoft Band that logged physiological sensor data such as heart rate (HR). A total of 834 days of HR data were collected. To design the CarePortal dashboard, we used a participatory design approach that interacted directly with clinicians (stakeholders) with backgrounds in clinical psychology and neuropsychology. A total of 8 clinicians were recruited from the Rhode Island Hospital and the University of Massachusetts Memorial Health. The study involved 5 stages of participatory workshops and began with an understanding of the needs of clinicians. A User Experience Questionnaire was used at the end of the study to quantitatively evaluate user experience. Physiological metrics such as daily and hourly maximum, minimum, average, and SD of HR and HR variability, along with HR-based activity levels, were identified. This study investigated various data visualization graphing methods for wearable data, including radar charts, stacked bar plots, scatter plots combined with line plots, simple bar plots, and box plots.
    RESULTS: We created a CarePortal dashboard after understanding the clinicians\' needs. Results from our workshops indicate that overall clinicians preferred aggregate information such as daily HR instead of continuous HR and want to see trends in wearable sensor data over a period (eg, days). In the User Experience Questionnaire, a score of 1.4 was received, which indicated that CarePortal was exciting to use (question 5), and a similar score was received, indicating that CarePortal was the leading edge (question 8). On average, clinicians reported that CarePortal was supportive and can be useful in making informed decisions.
    CONCLUSIONS: We concluded that the CarePortal dashboard integrated with wearable sensor data visualization techniques would be an acceptable tool for clinicians to use in the future.
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  • 文章类型: Journal Article
    目的:初步研究在开发大规模干预措施方面发挥着关键作用,但由于其初步研究状态,在同行评审过程中可能会保持较高或较低的科学标准。
    方法:对已发表的5项肥胖预防初步研究的摘要进行了系统修改,以生成每个摘要的16种变体。差异有四个因素:样本量(n=20与n=150),统计学意义(P<0.05vs.P>.05),研究设计(单组vs.随机两组),和初步研究状况(是否存在/不存在试点语言)。使用在线调查,为行为科学家提供了五个摘要中每个摘要的随机选择变体,并且不知道其他变体的存在。受访者在研究质量方面对每个摘要进行了评分。
    结果:行为科学家(n=271,79.7%为女性,中位年龄34岁)完成了1,355个抽象评级。初步研究状态与感知的研究质量无关。统计上显著的效果被评为更科学显著,严谨,创新,写得很清楚,保证进一步的测试,结果更有意义。随机设计被评为更严格,创新,和有意义的。
    结论:研究结果表明,研究者更重视统计学意义的研究结果和随机对照设计,可能忽略了其他重要的研究特征。
    Preliminary studies play a key role in developing large-scale interventions but may be held to higher or lower scientific standards during the peer review process because of their preliminary study status.
    Abstracts from 5 published obesity prevention preliminary studies were systematically modified to generate 16 variations of each abstract. Variations differed by 4 factors: sample size (n = 20 vs. n = 150), statistical significance (P < 0.05 vs. P > 0.05), study design (single group vs. randomized 2 groups), and preliminary study status (presence/absence of pilot language). Using an online survey, behavioral scientists were provided with a randomly selected variation of each of the 5 abstracts and blinded to the existence of other variations. Respondents rated each abstract on aspects of study quality.
    Behavioral scientists (n = 271, 79.7% female, median age 34 years) completed 1,355 abstract ratings. Preliminary study status was not associated with perceived study quality. Statistically significant effects were rated as more scientifically significant, rigorous, innovative, clearly written, warranted further testing, and had more meaningful results. Randomized designs were rated as more rigorous, innovative, and meaningful.
    Findings suggest reviewers place a greater value on statistically significant findings and randomized control design and may overlook other important study characteristics.
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  • 文章类型: Journal Article
    目的:可靠而准确的温度评估是临床监测的基础;各种设计的无创温度计广泛用于重症监护病房,有时没有对它们的适用性和互换性进行具体评估。这项研究评估了四个无创温度计与肺动脉导管温度的一致性。
    方法:这项前瞻性方法比较研究是在澳大利亚一家成人重症监护病房进行的。确定了100名原位使用肺动脉导管(EdwardsLifescience)的术后成人心胸手术患者。将肺动脉导管的温度读数与四个不同温度计-颞动脉(TA,Technimed),PerAxilla(Axilla,WelchAllyn),鼓室(鼓室,Covidien),和NexTemp®(NEXT,医疗指标[按腋窝使用])。记录获得每个非侵入式温度测量所需的时间。
    结果:使用汇总统计和Bland-Altman方法比较方法评估了每种无创温度与肺动脉导管标准之间的协议。与标准品的临床上可接受的最大差异定义为±0.5°C。温度与肺动脉标准的一致性(平均差°C[一致性°C的95%极限])对于Tymp最大(-0.20[-0.92至0.52]),AXILLA的中间体(-0.37[-1.3至0.59])和NEXT(-0.71[-1.7至0.27]),和最小的TA(-0.60[-2.0到0.81])。在标准品的±0.5°C范围内的测量比例为TYMP(81%),AXILLA(63%),TA(45%),和下一个(30%)。获得测量的时间各不相同,根据Tymp和TA的估计,AXILLA的平均值为40s(标准偏差=11s),而下一个结果是制造商推荐的3分钟点。
    结论:鼓室温度计显示与肺动脉标准最接近。与该标准的偏差超过0.5°C对于所有非侵入性装置是相对常见的。
    Reliable and accurate temperature assessment is fundamental for clinical monitoring; noninvasive thermometers of various designs are widely used in intensive care units, sometimes without a specific assessment of their suitability and interchangeability. This study evaluated agreement of four noninvasive thermometers with a pulmonary artery catheter temperature.
    This prospective method comparison study was conducted in an Australian adult intensive care unit. One hundred postoperative adult cardiothoracic surgery patients who had a pulmonary artery catheter (Edwards Lifescience) in situ were identified. The temperature reading from the pulmonary artery catheter was compared to contemporaneous measurements returned by four different thermometers-temporal Artery (TA, Technimed), Per Axilla (Axilla, Welch Allyn), Tympanic (Tymp, Covidien), and the NexTemp® (NEXT, Medical Indicators [used per axilla]). The time required to obtain each noninvasive temperature measurement was recorded.
    Agreements between each noninvasive temperature and the pulmonary artery catheter standard were assessed using summary statistics and the Bland-Altman method comparison approach. A clinically acceptable maximum difference from the standard was defined as ±0.5 °C. Temperature agreement with the pulmonary artery standard (mean difference °C [95% limits of agreement °C]) was greatest for Tymp (-0.20 [-0.92 to 0.52]), intermediate for AXILLA (-0.37 [-1.3 to 0.59]) and NEXT (-0.71 [-1.7 to 0.27]), and least for TA (-0.60 [-2.0 to 0.81]). The proportion of measurements within ±0.5 °C of the standard were TYMP (81%), AXILLA (63%), TA (45%), and NEXT (30%). The time to obtain measurements varied, with the Tymp and TA estimates immediate, the AXILLA a mean of 40 s (standard deviation = 11 s), while NEXT results were at the manufacturer-recommended 3-min point.
    Tympanic thermometers showed closest agreement with the pulmonary artery standard. Deviations by more than 0.5 °C from that standard were relatively common with all noninvasive devices.
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  • 文章类型: Journal Article
    目的:研究评估下背痛治疗方法的试验摘要报告的完整性,自旋(即,对过分强调干预措施有益效果的研究结果的解释),以及数据与全文的不一致。
    方法:搜索于2016年2月在物理治疗证据数据库(PEDro)上进行。
    方法:这是对2010年至2015年间发表的200项腰背痛试验的随机样本的概述研究。出版语言仅限于英语,西班牙语和葡萄牙语。
    方法:使用CONSORTforAbstracts核对表(CONSORT-A)评估报告的完整性。使用SPIN检查表评估自旋。通过将评估工具应用于每个试验的摘要和全文,并计算摘要得分(配对t检验)和每个项目分类(Kappa统计)的一致性,评估摘要和全文之间的一致性。采用PEDro总评分对方法学质量进行分析。
    结果:使用CONSORT-A的摘要的完整报告项目的平均数量为5.1(SD2.4),共15个百分点,旋转项目的平均数量为4.9(SD2.6),共7个百分点。摘要与全文分差异有统计学意义(P=0.01)。摘要和全文中的CONSORT-A项目之间存在轻度到中度的一致性(平均Kappa0.20SD0.13),而SPIN清单项目的一致性(平均Kappa0.47SD0.09)。
    结论:摘要不完整,与旋转和与全文不一致。我们建议医疗保健专业人员避免仅根据摘要做出临床决策。期刊编辑,审稿人和作者共同负责改进摘要,这可以由修改后的编辑政策指导。
    OBJECTIVE: To investigate trials abstracts evaluating treatments for low back pain with regards to completeness of reporting, spin (i.e., interpretation of study results that overemphasizes the beneficial effects of the intervention), and inconsistencies in data with the full text.
    METHODS: The search was performed on Physiotherapy Evidence Database (PEDro) in February 2016.
    METHODS: This is an overview study of a random sample of 200 low back pain trials published between 2010 and 2015. The languages of publication were restricted to English, Spanish and Portuguese.
    METHODS: Completeness of reporting was assessed using the CONSORT for Abstracts checklist (CONSORT-A). Spin was assessed using a SPIN-checklist. Consistency between abstract and full text were assessed by applying the assessment tools to both the abstract and full text of each trial and calculating inconsistencies in the summary score (paired t test) and agreement in the classification of each item (Kappa statistics). Methodological quality was analyzed using the total PEDro score.
    RESULTS: The mean number of fully reported items for abstracts using the CONSORT-A was 5.1 (SD 2.4) out of 15 points and the mean number of items with spin was 4.9 (SD 2.6) out of 7 points. Abstract and full text scores were statistically inconsistent (P=0.01). There was slight to moderate agreement between items of the CONSORT-A in the abstracts and full text (mean Kappa 0.20 SD 0.13) and fair to moderate agreement for items of the SPIN-checklist (mean Kappa 0.47 SD 0.09).
    CONCLUSIONS: The abstracts were incomplete, with spin and inconsistent with the full text. We advise health care professionals to avoid making clinical decisions based solely upon abstracts. Journal editors, reviewers and authors are jointly responsible for improving abstracts, which could be guided by amended editorial policies.
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  • 文章类型: Journal Article
    BACKGROUND: The increasing use of social media and mHealth apps has generated new opportunities for health care consumers to share information about their health and well-being. Information shared through social media contains not only medical information but also valuable information about how the survivors manage disease and recovery in the context of daily life.
    OBJECTIVE: The objective of this study was to determine the feasibility of acquiring and modeling the topics of a major online breast cancer support forum. Breast cancer patient support forums were selected to discover the hidden, less obvious aspects of disease management and recovery.
    METHODS: First, manual topic categorization was performed using qualitative content analysis (QCA) of each individual forum board. Second, we requested permission from the Breastcancer.org Community for a more in-depth analysis of the postings. Topic modeling was then performed using open source software Machine Learning Language Toolkit, followed by multiple linear regression (MLR) analysis to detect highly correlated topics among the different website forums.
    RESULTS: QCA of the forums resulted in 20 categories of user discussion. The final topic model organized >4 million postings into 30 manageable topics. Using qualitative analysis of the topic models and statistical analysis, we grouped these 30 topics into 4 distinct clusters with similarity scores of ≥0.80; these clusters were labeled Symptoms & Diagnosis, Treatment, Financial, and Family & Friends. A clinician review confirmed the clinical significance of the topic clusters, allowing for future detection of actionable items within social media postings. To identify the most significant topics across individual forums, MLR demonstrated that 6 topics-based on the Akaike information criterion values ranging from -642.75 to -412.32-were statistically significant.
    CONCLUSIONS: The developed method provides an insight into the areas of interest and concern, including those not ascertainable in the clinic. Such topics included support from lay and professional caregivers and late side effects of therapy that consumers discuss in social media and may be of interest to clinicians. The developed methods and results indicate the potential of social media to inform the clinical workflow with regards to the impact of recovery on daily life.
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  • 文章类型: Journal Article
    背景:相对量表已经在分析流行病学中的二元数据中使用了数十年。相比之下,有一个长期的传统进行荟萃分析的连续结果的绝对,原始测量,规模。在二元结果分析中使用相对量表的生物学原理是它根据基线变化进行调整;然而,在连续结局中可能出现类似的基线变化,因此相对效应量表通常也可用于连续结局.这项研究的目的是确定相对量表是否比绝对量表更符合治疗普通感冒的经验数据。
    方法:2项关于锌锭剂治疗普通感冒的随机试验提供了个体患者数据。Mossad(AnnInternMed125:81-8,1996)发现4.0天和43%的减少,和Petrus(CurrTherRes59:595-607,1998)发现1.77天和25%的减少,在感冒期间。在两个试验中,安慰剂组的方差显著大于锌锭剂组.效应估计应用于安慰剂组的普通感冒分布,并将所得分布与实际的锌锭剂组分布进行比较。
    结果:当绝对效应估计时,4.0和1.77天,适用于安慰剂组普通感冒分布,负和零(即,不可能)预测了冷持续时间,高水平的差异仍然存在。相比之下,当相对效应估计时,43%和25%,被应用,安慰剂组没有预测不可能的普通感冒持续时间,冷分布变得与锌锭剂组相似。
    结论:对于一些连续的结果,如疾病持续时间和住院时间,相对量表导致更翔实的统计分析和更有效的研究结果沟通。用电子表格程序将连续数据转换为相对比例很简单,之后,可以使用标准荟萃分析软件分析相对比例数据。直接从原始数据中分析连续结果的相对影响的选项应在标准的荟萃分析程序中实施。
    BACKGROUND: The relative scale has been used for decades in analysing binary data in epidemiology. In contrast, there has been a long tradition of carrying out meta-analyses of continuous outcomes on the absolute, original measurement, scale. The biological rationale for using the relative scale in the analysis of binary outcomes is that it adjusts for baseline variations; however, similar baseline variations can occur in continuous outcomes and relative effect scale may therefore be often useful also for continuous outcomes. The aim of this study was to determine whether the relative scale is more consistent with empirical data on treating the common cold than the absolute scale.
    METHODS: Individual patient data was available for 2 randomized trials on zinc lozenges for the treatment of the common cold. Mossad (Ann Intern Med 125:81-8, 1996) found 4.0 days and 43% reduction, and Petrus (Curr Ther Res 59:595-607, 1998) found 1.77 days and 25% reduction, in the duration of colds. In both trials, variance in the placebo group was significantly greater than in the zinc lozenge group. The effect estimates were applied to the common cold distributions of the placebo groups, and the resulting distributions were compared with the actual zinc lozenge group distributions.
    RESULTS: When the absolute effect estimates, 4.0 and 1.77 days, were applied to the placebo group common cold distributions, negative and zero (i.e., impossible) cold durations were predicted, and the high level variance remained. In contrast, when the relative effect estimates, 43 and 25%, were applied, impossible common cold durations were not predicted in the placebo groups, and the cold distributions became similar to those of the zinc lozenge groups.
    CONCLUSIONS: For some continuous outcomes, such as the duration of illness and the duration of hospital stay, the relative scale leads to a more informative statistical analysis and more effective communication of the study findings. The transformation of continuous data to the relative scale is simple with a spreadsheet program, after which the relative scale data can be analysed using standard meta-analysis software. The option for the analysis of relative effects of continuous outcomes directly from the original data should be implemented in standard meta-analysis programs.
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  • 文章类型: Journal Article
    OBJECTIVE: To examine the performance of the disease risk score (DRS) in a cohort study with evidence of policy-induced selection bias.
    METHODS: We examined two cohorts of new users of bisphosphonates. Estimates for 1-year hip fracture rates between agents using DRS, exposure propensity scores and traditional multivariable analysis were compared.
    RESULTS: The results for the cohort with no evidence of policy-induced selection bias showed little variation across analyses (-4.1-2.0%). Analysis of the cohort with evidence of policy-induced selection bias showed greater variation (-13.5-8.1%), with the greatest difference seen with DRS analyses.
    CONCLUSIONS: Our findings suggest that caution may be warranted when using DRS methods in cohort studies with policy-induced selection bias, further research is needed.
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  • 文章类型: Journal Article
    During the conduct of in vivo toxicology studies, in-life, clinical pathology, and anatomic pathology parameters are collected and interpreted. These sets of parameters are evaluated in an integrative manner to determine the overall toxicity of a test article. For clinical pathology parameters, the inherent variability and physiologic factors affecting each analyte must be understood prior to interpretation. Changes in clinical pathology parameters that are considered to be test article-related are then assessed with respect to changes in the concurrent data sets such as clinical signs and anatomic pathology to determine the underlying pathophysiology. In this article, examples of hemolysis and hepatotoxicity are used to demonstrate the relationships among the various parameters and data sets. Whereas there was tight correlation of all data sets in the example of hemolysis in rats, the examples of altered enzymes and other biomarkers indicating liver injury and dysfunction were more often discordant with other data sets.
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  • 文章类型: Journal Article
    OBJECTIVE: Adverse consequences may be experienced by critically ill patients who are underfed during their stay in the intensive care unit. The objective of this study is to determine the prevalence of iatrogenic underfeeding (receiving <80% of prescribed energy requirements) and the variation of these rates in different geographic regions of the world and in different nutritionally \'at-risk\' patient populations.
    METHODS: This was a prospective, multi-institutional study in 201 units from 26 countries. We included 3390 mechanically ventilated patients who remained in the unit and received artificial nutrition for at least 96 h. We report time to start of enteral nutrition and % nutrition received in various geographic regions of the world and we focus on subgroups of \'high risk\' patients (those with >7 days of mechanical ventilation, body mass index of <25 or ≥35, and those with a Nutrition Risk In the Critically ill (NUTRIC) score of ≥5). We report rates of novel enteral nutrition delivery techniques and supplemental parenteral nutrition in these high risk patients.
    RESULTS: On average, enteral feedings were started 38.8 h (standard deviation: 39.6) after admission, patients received 61.2% of calories and 57.6% of protein prescribed, and 74.0% of patients failed to meet the quality metric of receiving at least 80% of energy targets. There were significant differences in nutrition outcomes across different geographic regions. There were no clinically important differences in nutrition outcomes or rates of iatrogenic underfeeding in patients in different BMI groups nor by NUTRIC score. Of all at-risk patients, 14% were ever prescribed volume-based feeds, and 15% of patients ever received supplemental parenteral nutrition.
    CONCLUSIONS: Worldwide, the majority of critically ill patients, including high nutritional risk patients, fail to receive adequate nutritional intake. There is low uptake of strategies designed to optimize nutrition delivery in these patients.
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    文章类型: Journal Article
    OBJECTIVE: To determine the pattern of stability changes as a reflection of early healing around single-stage roughened-surface implants in humans utilizing resonance frequency analysis (RFA).
    METHODS: Hundred twenty-five patients who demanded dental implants were treated with two different implant (Nobel Biocare Replace™ and Strumman™ ITI) systems. Bone type was classified into four groups. RFA was used for direct measurement of implant stability on the day of implant placement and consecutively at 14, 30 and 60 days after placement. The data were analyzed with Student t test and regression analysis.
    RESULTS: Three-hundred four roughened surface implants placed in the maxilla and mandible were evaluated. In Replace™ implants the lowest mean stability measurement was at 30 days for all bone types and the stability did not change significantly in any of the bone types (p>0.05). ITI™ implants demonstrated the lowest stability at 60 days for type 1 and 30 days and baseline for type 2, 3 and 4 bones. In addition, there was significant differences in implant stability between bone types 1 and 4 (P<0.001), 2 and 3 (p<0.05), and bone types 3 and 4 (P=0.07) at all aforementioned times in ITI™ implants. In Replace™ implants, regarding the implant diameter, contrary to ITI implants, no significant stability changes were detected (p>0.05). No significant difference was observed regarding gender, age and lengths in both systems.
    CONCLUSIONS: In comparison to ITI™ implants, Replace™ implants revealed no significant difference in the pattern of stability changes among different bone types.
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