recognition

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  • 文章类型: Journal Article
    背景:老年人吃腐烂的水果和食物中毒的风险更大,因为他们的认知功能随着年龄的增长而下降,很难区分腐烂的水果。为了解决这个问题,研究人员开发并评估了各种工具,以各种方式检测腐烂的食物。然而,很少有人知道如何创建一个应用程序来检测腐烂的食物,以支持老年人吃腐烂的食物有健康问题的风险。
    目的:这项研究旨在(1)创建一个智能手机应用程序,使老年人能够用相机拍摄食物,并将水果分类为腐烂或不腐烂的老年人和(2)评估应用程序的可用性和老年人对应用程序的看法。
    方法:我们开发了一个智能手机应用程序,该应用程序支持老年人确定本研究选择的3种水果(苹果,香蕉,和橙色)足够新鲜吃。我们使用了几个剩余深度网络来检查收集到的水果照片是否为新鲜水果。我们招募了65岁以上的健康老年人(n=15,57.7%,男性,n=11,42.3%,女性)作为参与者。我们通过调查和访谈评估了应用程序的可用性和参与者对应用程序的看法。我们分析了调查结果,包括事后调查问卷,作为应用程序可用性的评价指标,并从受访者那里收集定性数据,对调查答复进行深入分析。
    结果:参与者对使用应用程序通过拍摄水果照片来确定水果是否新鲜感到满意,但不愿意使用付费版本的应用程序。调查结果显示,参与者倾向于有效地使用该应用程序拍摄水果并确定其新鲜度。对应用程序可用性和参与者对应用程序的看法的定性数据分析表明,他们发现应用程序简单易用,他们拍照没有困难,他们发现应用程序界面在视觉上令人满意。
    结论:这项研究表明开发一款支持老年人有效和高效地识别腐烂食品的应用程序的可能性。未来的工作,使应用程序区分各种食品的新鲜度,而不是选择的3个水果仍然存在。
    BACKGROUND: Older adults are at greater risk of eating rotten fruits and of getting food poisoning because cognitive function declines as they age, making it difficult to distinguish rotten fruits. To address this problem, researchers have developed and evaluated various tools to detect rotten food items in various ways. Nevertheless, little is known about how to create an app to detect rotten food items to support older adults at a risk of health problems from eating rotten food items.
    OBJECTIVE: This study aimed to (1) create a smartphone app that enables older adults to take a picture of food items with a camera and classifies the fruit as rotten or not rotten for older adults and (2) evaluate the usability of the app and the perceptions of older adults about the app.
    METHODS: We developed a smartphone app that supports older adults in determining whether the 3 fruits selected for this study (apple, banana, and orange) were fresh enough to eat. We used several residual deep networks to check whether the fruit photos collected were of fresh fruit. We recruited healthy older adults aged over 65 years (n=15, 57.7%, males and n=11, 42.3%, females) as participants. We evaluated the usability of the app and the participants\' perceptions about the app through surveys and interviews. We analyzed the survey responses, including an after-scenario questionnaire, as evaluation indicators of the usability of the app and collected qualitative data from the interviewees for in-depth analysis of the survey responses.
    RESULTS: The participants were satisfied with using an app to determine whether a fruit is fresh by taking a picture of the fruit but are reluctant to use the paid version of the app. The survey results revealed that the participants tended to use the app efficiently to take pictures of fruits and determine their freshness. The qualitative data analysis on app usability and participants\' perceptions about the app revealed that they found the app simple and easy to use, they had no difficulty taking pictures, and they found the app interface visually satisfactory.
    CONCLUSIONS: This study suggests the possibility of developing an app that supports older adults in identifying rotten food items effectively and efficiently. Future work to make the app distinguish the freshness of various food items other than the 3 fruits selected still remains.
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  • 文章类型: Journal Article
    背景:公共卫生与工作生活密切相关。尽管挪威是世界上最平等的国家之一,工作生活仍然是按性别划分的。女性在工作生活中的参与率低于男性,他们兼职工作更多,缺病率更高。研究主要集中在性别差异的结构和文化原因上,而不是事实上,女性和男性有不同的生物学和面临不同的健康挑战。该项目的目的是探索妇女健康与女性参与工作生活之间的经验关联。
    方法:选择定性方法来调查女性的经历。我们对11名女高中教师进行了深入采访,并通过一个焦点小组补充了材料,该小组有来自同一组织的五名经理。访谈被逐字记录和转录。为了分析过程的一致性,我们使用了反身主题分析的六个步骤。
    结果:老师们分享了妇女健康领域中的各种经验丰富的健康问题和工作环境中的障碍。确定了四个主要主题:(1)工作中妇女健康的隐形,(2)工作中妇女健康的复杂性和缺乏认识,(3)工作环境中的女性健康和(4)女性健康与角色冲突。两个线人之间几乎没有矛盾。我们发现健康,工作和总生活交织在一起,这种复杂性,缺乏对女性健康的认识和不可见性在不同层面上出现了一种相互影响:对于女性自身,在组织和社会中。
    结论:在工作环境中缺乏对妇女健康的认识和忽视,这表明会影响妇女的工作参与。女性健康的复杂性并没有被工作环境中旨在保护和促进员工职业健康的性别中立结构所体现。因此,在工作环境中承认妇女的健康可以促进性别平等,促进健康和可持续的工作生活。
    BACKGROUND: Public health and working life are closely related. Even though Norway is one of the world\'s most equality-oriented countries, working life is still divided by gender. Women have a lower rate of participation in working life than men, they work more part-time and they have a higher sickness absence. Research has mostly focused on structural and cultural reasons for gender differences, rather than on the fact that women and men have different biology and face different health challenges. The aim of this project was to explore experienced associations between women\'s health and female participation in working life.
    METHODS: Qualitative methods were chosen for investigating women\'s experiences. We carried out in-depth interviews with 11 female high school teachers and supplemented the material with a focus group with five managers from the same organisation. The interviews were recorded and transcribed verbatim. We used the six steps of reflexive thematic analysis for consistency in the analysis process.
    RESULTS: The teachers shared a variety of experienced health issues within the field of women\'s health and perceived barriers in the work environment. Four main themes were identified: (1) invisibility of women\'s health at work, (2) complexity and lack of recognition of women\'s health at work, (3) women\'s health in work environment and (4) women\'s health and role conflicts. There were few contradictions between the two informant groups. We found that health, work and total life intertwine and that complexity, lack of recognition and invisibility of women\'s health appear at different levels in a mutual influence: for the women themselves, in the organisation and in society.
    CONCLUSIONS: Lack of recognition and invisibility of women\'s health in the work environment is suggested to influence women\'s work participation. The complexity of female health is not captured by gender-neutral structures in the work environment meant to protect and promote employees\' occupational health. Recognition of women\'s health in the work context can therefore contribute to a gender-equal, health-promoting and sustainable working life.
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  • 文章类型: Journal Article
    目的:分析提供者记录的提示脓毒症评估的体征之间的关系,疾病严重程度的评估,和迟发性感染(LOI)。
    方法:回顾性队列研究,对所有接受脓毒症合并的婴儿进行LOI评估。参与者年龄≥3天,从2018年9月至2021年5月入住IV级新生儿重症监护病房(NICU)。数据是从电子健康记录中的标准化脓毒症杂物笔记中提取的,包括提示LOI评估的临床体征,疾病严重程度评估(从最不严重到最严重:绿色,黄色,和红色),和管理计划。分析脓毒症聚集特征与培养证实的LOI(菌血症,尿路感染,或脑膜炎),我们利用诊断检验统计数据,接收器-操作者特征(AUROC)分析下的面积,和多变量逻辑回归。
    结果:我们在604例婴儿中确定了1209例合格的败血症。有111次文化确认的LOI发作(占所有聚会的9%)。有和没有LOI的婴儿感染的12种临床症状区分不清,每种的灵敏度范围为2至36%,AUROC范围为0.49-0.53。多变量逻辑回归确定了在脓毒症拥挤时感染的几率增加,感知到的疾病严重程度更高,根据胎龄和重症监护支持情况进行调整。
    结论:提示脓毒症拥挤的临床体征是非特异性的,不能预测并发LOI。较高的疾病严重程度与感染的存在有关,尽管根据客观标准进行了一些错误分类。在四级NICU中,通过制定抗生素非起始标准来管理抗生素可能是具有挑战性的,因为在有和没有确诊感染的婴儿中,LOI的症状相似。
    OBJECTIVE: To analyze relationships between provider-documented signs prompting sepsis evaluations, assessments of illness severity, and late-onset infection (LOI).
    METHODS: Retrospective cohort study of all infants receiving a sepsis huddle in conjunction with a LOI evaluation. Participants were ≥3 days old and admitted to a level IV neonatal intensive care unit (NICU) from September 2018 through May 2021. Data were extracted from standardized sepsis huddle notes in the electronic health record, including clinical signs prompting LOI evaluations, illness severity assessments (from least to most severe: green, yellow, and red), and management plans. To analyze relationships of sepsis huddle characteristics with the detection of culture-confirmed LOI (bacteremia, urinary tract infection, or meningitis), we utilized diagnostic test statistics, area under the receiver-operator characteristic analyses, and multivariable logistic regression.
    RESULTS: We identified 1209 eligible sepsis huddles among 604 infants. There were 111 culture-confirmed LOI episodes (9% of all huddles). Twelve clinical signs of infection poorly distinguished infants with and without LOI, with sensitivity for each ranging from 2% to 36% and area under the receiver-operator characteristic ranging 0.49-0.53. Multivariable logistic regression identified increasing odds of infection with higher perceived illness severity at the time of sepsis huddle, adjusted for gestational age and receipt of intensive care supports.
    CONCLUSIONS: Clinical signs prompting sepsis huddles were nonspecific and not predictive of concurrent LOI. Higher perceived illness severity was associated with presence of infection, despite some misclassification based on objective criteria. In level IV NICUs, antimicrobial stewardship through development of criteria for antibiotic noninitiation may be challenging, as presenting signs of LOI are similar among infants with and without confirmed infection.
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  • 文章类型: Journal Article
    生产效应是这样的发现,相对于无声阅读,在研究中产生信息(例如,大声朗读)有助于记忆。在大多数关于这种效应的研究中,向个人展示一组独特的项目,并且它们产生这些项目的子集(例如,它们与要记住的目标项目表和生产表一起显示),以使生产既独特又代表目标。在两个预先注册的实验中,我们检查了独特但与目标不匹配的产品的影响(例如,为目标表生产围栏,生产汽车到目标树,等等)。这种生产也产生了显着的效果-错配的生产效果-尽管它小于标准的生产效果(即当产品既是独特的,又是其目标的代表),并且只有在同一研究阶段包括具有标准产品的目标时才能检测到(即,当生产类型在参与者内部被操纵时)。我们建议目标生产匹配是生产效果的重要前兆,并且带来收益的生产类型取决于存在的其他生产。
    The production effect is the finding that, relative to silent reading, producing information at study (e.g., reading aloud) leads to a benefit in memory. In most studies of this effect, individuals are presented with a set of unique items, and they produce a subset of these items (e.g., they are presented with the to-be-remembered target item TABLE and produce table) such that the production is both unique and representative of the target. Across two preregistered experiments, we examined the influence of a production that is unique but that does not match the target (e.g., producing fence to the target TABLE, producing car to the target TREE, and so on). This kind of production also yielded a significant effect-the mismatching production effect-although it was smaller than the standard production effect (i.e., when productions are both unique and representative of their targets) and was detectable only when targets with standard productions were included in the same study phase (i.e., when the type of production was manipulated within participant). We suggest that target-production matching is an important precursor to the production effect and that the kind of production that brings about a benefit depends on the other productions that are present.
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  • 文章类型: Journal Article
    目的:卵巢癌(OC)的早期诊断可提高生存率;然而,由于意识水平低,女性可能在晚期被诊断为OC。这项横断面研究的目的是揭示土耳其妇女对OC的认识及其影响因素。
    方法:邀请参与者在2022年2月至6月之间通过社交媒体工具进行研究。数据是通过个人信息表和“OC意识量表”从446名女性中收集的。
    结果:81%的参与者不记得OC症状,80.8%认可OC风险因素。最常见和公认的OC症状是骨盆疼痛(19.8%;55.8%,分别)。最常见和公认的OC危险因素是吸烟(43.1%,67.9%,分别)和家族史(39%,58.7%,分别)。2%的参与者对识别这些迹象非常有信心,72.9%的人会在识别出OC的迹象后的1-2天内寻求帮助。
    结论:高龄女性对OC的认识更高,高等教育,家族史和更年期。土耳其妇女对OC症状和危险因素的认识和知识水平较低。迫切需要开展一项考虑到妇女社会人口特征的OC宣传运动。研究结果也可能指导预防OC的策略。
    OBJECTIVE: Early diagnosis of ovarian cancer (OC) increases survival rates; however, due to low awareness levels, women may be diagnosed with OC at the advanced stage. The aim of this cross-sectional study is to reveal the OC awareness of Turkish women and affecting factors.
    METHODS: Participants were invited to study via social media tools between February-June 2022. Data was collected with Personal Information Form and the \"OC Awareness Scale\" from 446 women.
    RESULTS: 81% of the participants did not recall OC symptoms, 80.8% recognized OC risk factors. The most frequently recalled and recognized OC symptom is pelvic pain (19.8%; 55.8%, respectively). The most frequently recalled and recognized OC risk factors were smoking (43.1%, 67.9%, respectively) and family history (39%, 58.7%, respectively). 2% of the participants felt very confident in recognizing the signs, 72.9% would seek help within 1-2 days when they recognized the signs of OC.
    CONCLUSIONS: The awareness of OC was higher among women who had advanced age, higher education, family history and were in menopause. Turkish women have low level of awareness and knowledge about OC symptoms and risk factors. There is an urgent need for an OC awareness campaign that takes into account the socio-demographic characteristics of women. The results of the study may also guide strategies to prevent OC.
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  • 文章类型: Journal Article
    慢性皮肤病患者,例如,特应性皮炎,需要自我管理技能来提高他们的生活质量。我们探讨了患者对医疗保健专业人员自我管理支持的需求,以及如何在皮肤科环境中满足这些需求。选择解释性描述方法进行迭代数据收集和对特应性皮炎患者的定性访谈分析。发现两个相互依赖的主题支持患者的自我管理。个人和疾病相关的认可是成功支持的基础。然而,还需要医疗保健专业人员就咨询中可以根据个人需求涵盖的广泛主题制定议程提供指导。除了家人可以找到的东西外,患者还需要自我管理支持,朋友,或同龄人。至关重要的是,对特应性皮炎有深刻了解的医疗保健专业人员以赞赏的方式提供支持。同样重要的是对议程制定的指导,一种共同构建咨询的方法,明确关注特定患者的需求。
    Patients with a chronic skin disease, eg, atopic dermatitis, need self-management skills to increase their quality of life. We explored patients\' needs for self-management support from healthcare professionals and how these needs can be met in a dermatology setting. Interpretive description methodology was chosen for iterative data collection and analysis of qualitative interviews with patients with atopic dermatitis. Two mutually dependent themes were found to be supportive of patients\' self-management. Personal and disease-related recognition was fundamental to successful support. However, guidance for agenda-setting from healthcare professionals was also needed on the wide range of topics that could be covered in the consultation based on individual needs. Patients need self-management support in addition to what can be found with family, friends, or peers. It is crucial that the support is delivered with an appreciative approach by healthcare professionals with profound knowledge of atopic dermatitis. Equally important is guidance towards agenda-setting, a way to co-construct the consultation with a clear focus on the specific patient\'s needs.
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  • 文章类型: Journal Article
    睡眠改善了新形成的记忆和联想的巩固和长期稳定性。大多数关于人类陈述性记忆及其在睡眠过程中的巩固的研究都使用需要详尽学习的单词对关联。在本研究中,我们提出了视觉配对联想学习(vPAL)范式,参与者在其中学习名人和动物图像之间的新关联。vPAL基于一次曝光,类似于在自然条件下学习。我们通过评估记忆识别的特异性来测试vPAL是否可以揭示睡眠在记忆巩固中的作用,和暗示的召回表演,睡觉前和睡觉后。我们发现,与相同的觉醒间隔相比,白天小睡可以提高识别记忆和辨别能力的稳定性。相比之下,提示回忆协会没有表现出显著的睡眠依赖性效应。午睡期间的高密度脑电图进一步揭示了睡眠纺锤密度与识别记忆稳定性之间的关联。因此,vPAL范式为未来研究跨年龄和异质性人群的健康和疾病睡眠和记忆巩固开辟了新的途径.
    Sleep improves the consolidation and long-term stability of newly formed memories and associations. Most research on human declarative memory and its consolidation during sleep uses word-pair associations requiring exhaustive learning. In the present study, we present the visual paired association learning (vPAL) paradigm, in which participants learn new associations between images of celebrities and animals. The vPAL is based on a one-shot exposure that resembles learning in natural conditions. We tested if vPAL can reveal a role for sleep in memory consolidation by assessing the specificity of memory recognition, and the cued recall performance, before and after sleep. We found that a daytime nap improved the stability of recognition memory and discrimination abilities compared to identical intervals of wakefulness. By contrast, cued recall of associations did not exhibit significant sleep-dependent effects. High-density electroencephalography during naps further revealed an association between sleep spindle density and stability of recognition memory. Thus, the vPAL paradigm opens new avenues for future research on sleep and memory consolidation across ages and heterogeneous populations in health and disease.
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  • 文章类型: Journal Article
    目的:诊断错误对患者安全构成重大风险,并具有重大的医疗和经济后果。尽管它们很重要,诊断错误教育目前缺乏标准的研究生课程。这项研究旨在调查日本医学生中诊断错误的发生率和识别频率。
    方法:在普通医学培训考试(GM-ITE)后立即进行了一项试点调查,全面的毕业后测试,从医学院毕业后立即管理给新居民。调查评估了他们在正规本科医学教育期间是否接受了诊断错误的教育,以及他们在临床培训期间是否认识到诊断错误。
    结果:在564名考生中,421人参与了这项研究。大多数参与者(63.9%)报告接受了有关诊断错误的教育,15.7%的人在临床培训中认识到诊断错误。重要的是,与未接受过诊断错误教育的人相比,接受过诊断错误教育的人对此类错误的识别率更高(19.7vs.8.6%;p=0.0017)。
    结论:这些发现表明,诊断错误的识别率随着诊断错误教育识字率的提高而提高。这突出了将诊断错误教育纳入医学课程的重要性,以制定预防和管理诊断错误的有效策略,从而提高医疗和病人的安全。然而,这项研究没有检查错误的具体教育内容或识别的细节,将来需要进一步调查。
    OBJECTIVE: Diagnostic errors pose a significant risk to patient safety and have substantial medical and economic consequences. Despite their importance, diagnostic error education is currently lacking in standard pre-graduate curricula. This study aimed to investigate the incidence of diagnostic errors and the frequency of recognition among medical students in Japan.
    METHODS: A pilot survey was conducted immediately after the General Medicine In-Training Examination (GM-ITE), a comprehensive post-graduation test, administered to new residents right after graduation from medical school. The survey assessed whether they received education on diagnostic errors during their formal undergraduate medical education and whether they recognized diagnostic errors during their clinical training.
    RESULTS: Of the 564 examinees, 421 participated in the study. The majority of participants (63.9 %) reported receiving education on diagnostic errors, and 15.7 % recognized diagnostic errors during their clinical training. Significantly, those who received education on diagnostic errors had a higher rate of recognizing such errors compared to those who did not (19.7 vs. 8.6 %; p=0.0017).
    CONCLUSIONS: These findings suggest that the recognition rate of diagnostic errors increases with improved literacy in diagnostic error education. This highlights the importance of incorporating diagnostic error education into medical curricula to develop effective strategies to prevent and manage diagnostic errors, and thereby enhance medical and patient safety. However, this study did not examine the specific educational content of the errors or the details of the recognition, necessitating further investigation in the future.
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  • 文章类型: Journal Article
    由于坏死性软组织感染(NSTI)而具有广泛和复杂伤口的患者可被转诊至烧伤中心。这项研究描述了特点,结果,以及这些患者的诊断挑战。包括在5年内入住三家医院的烧伤中心治疗NSTI的患者。80名患者(平均年龄54岁,60%的男性)被确定,其中30人(38%)由其他中心转诊,通常在最初的败血症期存活后。那些从其他中心提到的,与主要进入研究医院的人相比,更有可能有A组链球菌参与(62%对35%,p=.02),较大的伤口(中位数为7%vs2%的全身表面积,p<.001),和更长的住院时间(中位数49天和22天,p<.001)。尽管感染性休克的发病率很高(50%),主要入院者的死亡率较低(12%).大约一半(53%)的患者在就诊时最初被误诊,这与第一次手术的延迟有关(16小时vs4小时,p<.001)。那些最初被误诊的人有更多的(严重的)合并症,和较少的报告疼痛或皮肤的蓝色黄色变色。这项研究强调了烧伤中心作为广泛受影响的NSTI患者的转诊中心的功能。除了独特的伤口和重建的专业知识,低死亡率表明这些中心也提供足够的急性护理.仍然存在的主要挑战仍然是在出现时识别疾病。需要进一步研究与误诊相关的因素。
    Patients with extensive and complex wounds due to Necrotizing Soft-Tissue Infections (NSTI) may be referred to a burn center. This study describes the characteristics, outcomes, as well as diagnostic challenges of these patients. Patients admitted to three hospitals with a burn center for the treatment of NSTI in a 5-year period were included. Eighty patients (median age 54 years, 60% male) were identified, of whom 30 (38%) were referred by other centers, usually after survival of the initial septic phase. Those referred from other centers, compared to those primarily admitted to the study hospitals, were more likely to have group A streptococcal involvement (62% vs 35%, p = .02), larger wounds (median 7% vs 2% total body surface area, p < .001), and a longer length of stay (median 49 vs 22 days, p < .001). Despite a high incidence of septic shock (50%), the mortality rate was low (12%) for those primarily admitted. Approximately half (53%) of the patients were initially misdiagnosed upon presentation, which was associated with delay to first surgery (16 hours vs 4 hours, p < .001). Those initially misdiagnosed had more (severe) comorbidities, and less frequently reported pain or blue livid discoloration of the skin. This study underlines the burn centers\' function as referral centers for extensively affected patients with NSTI. Besides the unique wound and reconstructive expertise, the low mortality rate indicates these centers provide adequate acute care as well. A major remaining challenge remains recognition of the disease upon presentation. Future studies in which factors associated with misdiagnosis are explored are needed.
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  • 文章类型: Journal Article
    背景:神经发育障碍(NDD)导致个体难以学习事实,程序,或社交技能。NDD与几个基因有关,和一些动物模型已被用来识别潜在的治疗候选基于特定的学习范式的长期和联想记忆。在患有NDD的个体中,然而,到目前为止还没有使用这种测试,导致在将临床前结果转化为临床实践方面存在差距。
    目的:我们的目的是评估NDD患者是否可以进行配对联想学习和长期记忆缺陷测试,如以前的动物模型所示。
    方法:我们开发了一个基于图像的配对关联任务,可以使用基于Web的远程测试在不同的时间点执行,并评估了其在典型发育(TD)儿童中的可行性,以及NDD。我们包括2个任务:作为更简单的任务的对象识别和配对关联。训练后立即测试学习,第二天也进行长期记忆测试。
    结果:我们发现,年龄在5-14岁的TD(n=128)和不同类型的NDD(n=57)的儿童可以使用记忆游戏完成测试。患有NDD的儿童在学习的第一天表现出识别和配对联想任务的缺陷,在5-9岁(分别为P<.001和P=.01)和10-14岁组(分别为P=.001和P<.001)中。TD或NDD个体对刺激的反应时间没有显着差异。与5-9岁组的TD儿童相比,NDD儿童的识别任务表现出更快的24小时记忆衰减。这种趋势对于配对的关联任务是相反的。有趣的是,我们发现,在10~14岁时,患有NDD的儿童的认知度得到改善,并与通常发育中的个体相匹配.与TD组相比,NDD组在10-14岁的配对关联任务中的保留缺陷也有所改善。
    结论:我们表明,使用简单图片关联的基于网络的学习测试对于TD儿童是可行的,以及NDD。我们展示了基于网络的测试如何让我们训练孩子学习图片之间的关联,如即时测试结果和1天后完成的测试结果所示。这很重要,因为许多NDD学习缺陷模型都针对短期和长期记忆进行治疗干预。我们还证明,尽管存在潜在的混杂因素,例如自我报告的诊断偏见,技术问题,和不同的参与,记忆游戏显示典型发育中的儿童与NDD儿童之间存在显着差异。未来的实验将利用基于网络的测试的这种潜力,用于更大的队列,并与其他临床或临床前认知任务进行交叉验证。
    BACKGROUND: Neurodevelopmental disorders (NDD) cause individuals to have difficulty in learning facts, procedures, or social skills. NDD has been linked to several genes, and several animal models have been used to identify potential therapeutic candidates based on specific learning paradigms for long-term and associative memory. In individuals with NDD, however, such testing has not been used so far, resulting in a gap in translating preclinical results to clinical practice.
    OBJECTIVE: We aim to assess if individuals with NDD could be tested for paired association learning and long-term memory deficit, as shown in previous animal models.
    METHODS: We developed an image-based paired association task, which can be performed at different time points using remote web-based testing, and evaluated its feasibility in children with typical development (TD), as well as NDD. We included 2 tasks: object recognition as a simpler task and paired association. Learning was tested immediately after training and also the next day for long-term memory.
    RESULTS: We found that children aged 5-14 years with TD (n=128) and with NDD of different types (n=57) could complete testing using the Memory Game. Children with NDD showed deficits in both recognition and paired association tasks on the first day of learning, in both 5-9-year old (P<.001 and P=.01, respectively) and 10-14-year old groups (P=.001 and P<.001, respectively). The reaction times to stimuli showed no significant difference between individuals with TD or NDD. Children with NDD exhibited a faster 24-hour memory decay for the recognition task than those with TD in the 5-9-year old group. This trend is reversed for the paired association task. Interestingly, we found that children with NDD had their retention for recognition improved and matched with typically developing individuals by 10-14 years of age. The NDD group also showed improved retention deficits in the paired association task at 10-14 years of age compared to the TD group.
    CONCLUSIONS: We showed that web-based learning testing using simple picture association is feasible for children with TD, as well as with NDD. We showed how web-based testing allows us to train children to learn the association between pictures, as shown in immediate test results and those completed 1 day after. This is important as many models for learning deficits in NDD target both short- and long-term memory for therapeutic intervention. We also demonstrated that despite potential confounding factors, such as self-reported diagnosis bias, technical issues, and varied participation, the Memory Game shows significant differences between typically developing children and those with NDD. Future experiments will leverage this potential of web-based testing for larger cohorts and cross-validation with other clinical or preclinical cognitive tasks.
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