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An approach for clustering consumers by their top-box and top-choice responses 一种根据消费者的首选和首选反应对其进行聚类的方法
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-07-21 DOI: 10.1111/joss.12860
John C. Castura, Michael Meyners, Terhi Pohjanheimo, Paula Varela, Tormod Næs

Cluster analysis is often used to group consumers based on their hedonic responses to products. We give a motivating example in which conventional cluster analyses converge on a solution where consumers do not agree on which products they like. We show why this occurs. We state a goal: to group together consumers who have a shared opinion of which products are delightful and which products are not delightful, apart from consumers who have a different opinion. To meet this goal, we code consumers' hedonic responses in ways inspired by top-k box analysis, then cluster consumers using b-cluster analysis. For comparison, we cluster consumers using two conventional methods. We interpret each cluster by focusing on which product(s) the cluster accepts and whether a large proportion of cluster members are aligned in accepting these products. Solutions from b-cluster analysis based on top-k box-inspired codings met our goal better than conventional approaches, indicating that these methods deserve further study.

Practical Applications

Cluster analysis outcomes are profoundly shaped by a researcher's decisions related to response coding and clustering algorithm. This paper highlights the importance of determining the goal of the cluster analysis first, then selecting a response coding and clustering algorithm to best meet this goal. Our stated goal is one that is frequently of interest in sensory evaluation but is not well met by conventional clustering approaches. The novel approaches that we give in this paper meet the goal and are available using software that is freely available in the public domain.

聚类分析通常用于根据消费者对产品的享乐反应对其进行分组。我们给出了一个激励的例子,在这个例子中,传统的聚类分析收敛于消费者不同意他们喜欢哪种产品的解决方案。我们将说明为什么会发生这种情况。我们提出了一个目标:将那些对哪些产品令人愉快和哪些产品不令人愉快有共同看法的消费者分组,而不是有不同意见的消费者。为了实现这一目标,我们以top-k盒分析的方式对消费者的享乐反应进行编码,然后使用b-聚类分析对消费者进行聚类。为了比较,我们使用两种传统方法对消费者进行聚类。我们通过关注集群接受哪些产品以及是否大部分集群成员在接受这些产品方面保持一致来解释每个集群。基于top-k盒启发编码的b-聚类分析解决方案比传统方法更符合我们的目标,表明这些方法值得进一步研究。研究人员对响应编码和聚类算法的决策影响着聚类分析的结果。本文强调了首先确定聚类分析目标的重要性,然后选择最能满足这一目标的响应编码和聚类算法。我们声明的目标是一个经常感兴趣的感官评估,但不能很好地满足传统的聚类方法。我们在本文中给出的新方法满足了目标,并且可以使用公共领域中免费提供的软件。
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引用次数: 0
The effect of fat content on sensory perception and consumer acceptability of 70% cacao dark chocolate made from reconstituted cocoa liquor 脂肪含量对70%可可黑巧克力感官和消费者可接受性的影响
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-07-17 DOI: 10.1111/joss.12864
Allison L. Brown, Ezekiel R. Warren, Bradley W. Ingraham, Gregory R. Ziegler, Helene Hopfer

Dark chocolate is a complex food defined by its unique flavor, taste, mouthfeel, and melting properties. The craft chocolate market is a new segment of the US confectionery industry that highlights cocoa bean origin by making two-ingredient dark chocolate composed of cocoa liquor and sugar. To study the impact of natural variance in fat levels inherent to unblended cocoa liquor in two-ingredient chocolate, we made 70% cacao dark chocolate from cocoa liquor reconstituted from cocoa powder and cocoa butter at total fat contents of 30%, 35%, and 40% (w/w), and collected sensory and acceptability data from 108 regular chocolate consumers. Increasing fat content did not significantly affect liking (p > .05). However, with increasing fat levels, perceived intensities of bitter taste, cocoa flavor, and drying mouthfeel significantly decreased, and sweet taste perception significantly increased (p < .05). Consumer chocolate preference (milk vs. dark) significantly affected perceived intensity of drying mouthfeel.

Practical Applications

Our research suggests that liking of astringent stimuli may result in decreased perception of astringency in highly astringent foods. Further research is recommended to understand this mechanism as well as the physical and chemical underpinnings by which fat content impacts sensory perception of dark chocolate.

黑巧克力是一种复杂的食物,它具有独特的风味、口感、口感和融化特性。手工巧克力市场是美国糖果业的一个新领域,通过制作由可可液和糖组成的双成分黑巧克力,突出可可豆的来源。为了研究两种原料巧克力中未混合的可可液固有的脂肪水平自然变化的影响,我们用可可粉和可可脂在总脂肪含量为30%、35%和40% (w/w)的情况下重组的可可液制作了70%的可可黑巧克力,并收集了108名普通巧克力消费者的感官和可接受性数据。增加脂肪含量对喜欢度无显著影响(p > 0.05)。然而,随着脂肪水平的增加,苦味、可可味和干口感的感知强度显著降低,甜味感知强度显著增加(p < 0.05)。消费者对巧克力的偏好(牛奶巧克力vs黑巧克力)显著影响干燥口感的感知强度。我们的研究表明,对涩味刺激的喜爱可能导致对高度涩味食物的涩味感觉降低。建议进行进一步的研究,以了解这种机制,以及脂肪含量影响黑巧克力感官知觉的物理和化学基础。
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引用次数: 0
Comparison of Check-All-That-Apply and Adapted-Pivot-Test methods for wine sensory characterization with a panel of untrained students 与一组未经培训的学生对葡萄酒感官特征的全面检查和适应性枢轴测试方法的比较
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-07-16 DOI: 10.1111/joss.12862
Sylvain Nougarède, Alice Diot, Elie Maza, Alain Samson, Valérie Olivier-Salvagnac, Soline Caillé, Olivier Geffroy, Christian Chervin

The Check-All-That-Apply (CATA) method was compared with the Adapted-Pivot-Test (APT) method, a recently published method based on pair comparisons between a coded wine and a reference sample, called pivot, and using a set list of attributes as in CATA. Both methods were compared using identical wines, correspondence analyses and Chi-square test of independence, and very similar questionnaires. The results showed that CATA was more robust and more descriptive than the APT with 50–60 panelists. The p-value of the Chi-square test of independence between wines and descriptors dropped below 0.05 around 50 panelists with the CATA method, when it never dropped below 0.8 with the APT. The discussion highlights differences in settings and logistics which render the CATA more robust and easier to run. One of the objectives was also to propose an easy set-up for university and food industry laboratories.

Practical Applications

Our results describe a practical way of teaching and performing the CATA method with university students and online tools, as well as in extension courses. It should have applications with consumer studies for the characterization of various food products. Additionally, we provide an improved R script for correspondence analyses used in sensory characterization and a Chi-square test to estimate the number of panelists leading to robust results. Finally, we give a set of data that could be useful for sensory and statistics teaching.

将“检查所有应用”(Check-All-That-Apply, CATA)方法与“适应枢轴测试”(APT)方法进行了比较,后者是最近发表的一种基于编码葡萄酒和参考样本之间的配对比较的方法,称为“枢轴”,并使用CATA中的一组属性列表。两种方法使用相同的葡萄酒,对应分析和卡方独立性检验,以及非常相似的问卷进行比较。结果表明,与50-60名小组成员的APT相比,CATA更具稳健性和描述性。使用CATA方法,葡萄酒和描述符之间的独立性的卡方检验的p值在大约50名小组成员中降至0.05以下,而使用APT方法则从未低于0.8。讨论强调了环境和物流的差异,这使得CATA更稳健,更容易运行。其中一个目标是为大学和食品工业实验室提供一个简单的设置。我们的研究结果描述了一种实用的方法,可以在大学生和在线工具以及扩展课程中教授和执行CATA方法。它应该在消费者研究中应用于各种食品的特性。此外,我们还提供了一个改进的R脚本,用于感官表征中的对应分析,并提供了一个卡方检验来估计小组成员的数量,从而得出稳健的结果。最后,我们给出了一组可能对感官和统计学教学有用的数据。
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引用次数: 0
Information influenced consumers' attitudes toward A2 milk: An approach using text highlighting technique 信息影响消费者对A2牛奶的态度:一种使用文本突出显示技术的方法
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-07-12 DOI: 10.1111/joss.12863
Ana Carolina Ratti Nogueira, Katiúcia Alves Amorim, Sabrina Carvalho Bastos, Ana Carla Marques Pinheiro, Rafael Bastos Teixeira, Adriano Gomes da Cruz, Jéssica Ferreira Rodrigues

Dairy products are constantly launched, mainly focusing on healthiness, especially for the public, like people with food allergies. However, raising consumer awareness is a great challenge, especially about new products with health claims. This study used the text-highlighting (TH) methodology associated with acceptance tests to assess Brazilian consumers' explicit attitudes toward A2 milk. In the task, consumers were asked to highlight in a text the terms they “liked” or “disliked” about the milk's nutritional importance, the difference between A1 and A2 milk, health benefits and harmful effects, and the necessity for more studies and awareness about the A2 milk. Sensory acceptance pre and post-text were also measured. A high engagement of consumers with the TH could be observed, which suggests good intuitiveness of the technique. Including information about the nutritional value of milk and the difference between both kinds of milk may increase positive consumer perception, as it encourages consumers to express their value judgment in the form of “liked”. On the other hand, information simultaneously, the harms of the formation of BCM-7 (in A1 milk) prompted consumers to express their value judgment in the “disliked” highlights. This underscores the importance of raising consumer awareness about the product and the need for more studies on the real effects of A2 milk on the body and the implementation of specific legislation. Moreover, it was observed that information should be in a simple and direct language, as technical terminology in the text did not have a positive effect, such as the information about the genetic mutation. TH produced valuable insights that can be used in communication strategies with A2 milk.

Practical application

The findings of this study show practical utility for consumer-based methodologies, focusing on the text-highlighting method approach and its influence on consumer perceptions. Moreover, the results show practical utility to direct regulation, consumer awareness, and product commercialization of A2 milk.

乳制品不断推出,以健康为主,特别针对大众,比如食物过敏人群。然而,提高消费者的意识是一个巨大的挑战,尤其是对那些声称健康的新产品。本研究使用文本突出显示(TH)方法与验收测试相关联,以评估巴西消费者对A2牛奶的明确态度。在这项任务中,消费者被要求在一篇文章中强调他们“喜欢”或“不喜欢”关于牛奶营养重要性的术语,A1和A2牛奶的区别,健康益处和有害影响,以及对A2牛奶进行更多研究和认识的必要性。还测量了文本前后的感觉接受度。可以观察到消费者对TH的高度参与,这表明该技术具有良好的直观性。包括牛奶的营养价值和两种牛奶的区别信息,可以增加消费者的积极认知,因为它鼓励消费者以“喜欢”的形式表达自己的价值判断。另一方面,信息同时,BCM-7(在A1牛奶中)形成的危害促使消费者在“不喜欢”的亮点中表达了自己的价值判断。这强调了提高消费者对该产品的认识的重要性,以及对A2牛奶对身体的实际影响进行更多研究和实施具体立法的必要性。此外,有人指出,资料应当使用简单和直接的语言,因为案文中的技术术语没有积极的作用,例如关于基因突变的资料。TH产生了有价值的见解,可用于与A2牛奶的沟通策略。本研究的结果显示了基于消费者的方法的实际效用,重点是文本突出显示方法及其对消费者观念的影响。此外,研究结果对A2牛奶的直接监管、消费者意识和产品商业化具有实际意义。
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引用次数: 0
Cash—Walk the line: Examining the impact of payment method on consumers' beer choices 现金支付:考察支付方式对消费者啤酒选择的影响
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-07-11 DOI: 10.1111/joss.12861
Tobias Otterbring, Kristian Rolschau, Michał Folwarczny

Previous research has revealed that consumers spend less (more) money when paying through cash (credit card). This effect has been attributed to the pain of paying, which is higher (lower) in the case of cash (credit card) payments. We tested the pain-of-paying phenomenon at a bar and collected objective data on almost 1000 beer transactions, including information about the size of the beer consumed (small vs. large), the price paid per beer, the style of the beer, and consumers' payment method (cash vs. credit card). Consumers paying with cash (vs. credit card) spent less money per beer and were less inclined to choose large (vs. small) beers, with the payment method effect on money spent mediated by the size of the purchased beer. Moreover, those paying with cash (vs. credit card) were more inclined to choose dark beers, whereas their probability of purchasing India Pale Ales (IPAs) was directionally lower.

Practical Applications

Given our findings that payment method seems to influence alcohol consumption, these results should have important implications for bar and restaurant managers as well as for interventions aimed at mitigating consumer overspending on alcoholic beverages. Specifically, our findings align with research suggesting that card payments promote less healthy and more impulsive choices than cash payments. Excessive alcohol consumption is associated with numerous psychophysiological problems, whereas developing social ties, which is common among craft beer enthusiasts, reduces stress levels and improves mental health. Therefore, a reasonable compromise seems to be that policymakers recommend cash payments for alcoholic beverages to maximize social network development while minimizing the risk of excessive alcohol consumption. The result that consumers who paid with cash (vs. credit card) were more prone to purchase dark beers but slightly less likely to buy IPAs warrants further investigation.

之前的研究表明,消费者用现金(信用卡)支付时花的钱更少(更多)。这种效应被归因于支付的痛苦,在现金(信用卡)支付的情况下,这种痛苦更高(更低)。我们在一家酒吧测试了支付痛苦现象,并收集了近1000笔啤酒交易的客观数据,包括所消费啤酒的大小(小啤酒与大啤酒)、每瓶啤酒的价格、啤酒的风格以及消费者的支付方式(现金与信用卡)。用现金支付的消费者(与信用卡相比)每瓶啤酒的花费更少,也更不倾向于选择大瓶啤酒(与小瓶啤酒相比),支付方式对花费的影响由所购买啤酒的大小所调节。此外,那些用现金支付的人(与信用卡相比)更倾向于选择黑啤酒,而他们购买印度淡啤酒(IPAs)的可能性更低。鉴于我们的研究结果,支付方式似乎影响酒精消费,这些结果应该对酒吧和餐馆经理以及旨在减少消费者在酒精饮料上过度消费的干预措施具有重要意义。具体来说,我们的发现与一些研究一致,这些研究表明,与现金支付相比,信用卡支付促进了更不健康、更冲动的选择。过度饮酒与许多心理生理问题有关,而在精酿啤酒爱好者中普遍存在的发展社会关系,可以减轻压力水平,改善心理健康。因此,一个合理的妥协似乎是政策制定者建议用现金支付酒精饮料,以最大限度地发展社会网络,同时最大限度地降低过度饮酒的风险。用现金支付的消费者(与信用卡相比)更倾向于购买黑啤,但购买IPAs的可能性略低,这一结果值得进一步调查。
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引用次数: 0
Normative data for odor identification performance using the U-sniff test from Chinese children and adolescents 中国儿童和青少年使用U型嗅觉测试进行气味识别性能的规范性数据
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-07-11 DOI: 10.1111/joss.12859
Yi-qi Qiu, Han Zhou, Qian-wen Ma, Valentin A. Schriever, Thomas Hummel, Lai-quan Zou

The sense of smell is essential in daily life. Children with olfactory dysfunction face a series of problems, so assessing olfactory function during early-life period is very important. The Universal Sniff (U-Sniff) test is a widely used measurement of odor identification ability in children and adolescents, although there is a lack of normative data in China. Therefore, the aim of this study was to establish normative data for the U-Sniff test in a large sample of healthy Chinese children and adolescents. A total of 922 healthy children and adolescents (441 boys, 481 girls) aged 6–17 years from China were involved in this study. Odor identification performance was assessed using the U-Sniff test. The U-Sniff test mean score across all participants was 10.50 ± 1.73 points (range 1–12). U-Sniff test scores increased with age, and no effects of sex or an interaction between age group and sex were recorded in this population.

Practical Applications

There is currently no published data reporting normative data of the U-Sniff test among Chinese children and adolescents. From the present research, normative data for olfactory identification using the U-Sniff test have been established for Chinese population aged 6–17 years. This study provides routine measurements to support future examinations at hospitals, school check-ups and so on, which can help patients with reduced olfactory function receive appropriate therapy as early as possible.

嗅觉在日常生活中是必不可少的。嗅觉功能障碍儿童面临一系列问题,因此早期评估嗅觉功能是非常重要的。通用嗅探(U-Sniff)测试是一种广泛用于儿童和青少年气味识别能力的测量方法,尽管在中国缺乏规范性数据。因此,本研究的目的是在中国健康儿童和青少年的大样本中建立U-Sniff测试的规范数据。共有922名6-17岁的中国健康儿童和青少年(441名男孩,481名女孩)参与了本研究。使用U-Sniff测试评估气味识别性能。所有参与者的U-Sniff测试平均得分为10.50±1.73分(范围1-12)。U-Sniff测试分数随着年龄的增长而增加,在这个人群中没有记录到性别的影响,也没有记录到年龄组和性别之间的相互作用。中国儿童和青少年U-Sniff测试的规范性数据目前尚无公开的报告。通过本研究,建立了中国6-17岁人群嗅觉识别的标准数据。本研究为未来的医院检查、学校检查等提供了常规测量方法,有助于嗅觉功能减退患者尽早得到适当的治疗。
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引用次数: 0
Ranking task versus intensity scales, what is the best method to evaluate odor-induced taste enhancement? 对任务和强度量表进行排序,评估气味诱导的味觉增强的最佳方法是什么?
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-06-15 DOI: 10.1111/joss.12857
Christopher Aveline, Thierry Thomas-Danguin, Charlotte Sinding

Odorants in food or beverages might enhance the taste. This phenomenon is called Odor-Induced Taste Enhancement (OITE). OITE has been shown using taste-intensity visual analog scales (VAS). VAS is often criticized because it is prone to halo-dumping effects. We compared VAS and ranking methods to evaluate OITE in people living with normal-weight or obesity. Sweet apple juice and salty green-pea soup were spiked with either vanillin or bacon odorants to produce OITE. In the VAS experiment, saltiness, sweetness, sourness, bitterness and the global aroma intensities were evaluated for each base with and without the odorants. The ranking task consisted in ranking from the lowest to the highest sweetness/saltiness intensities, three references with increasing tastant concentration and a target solution with the lowest tastant concentration and the odorant. VAS highlighted OITE neither in the apple juice nor in the green-pea soup, in no group. The ranking method revealed an OITE in the green-pea soup in both groups, and only the group with obesity experienced OITE in the apple juice.

Practical Applications

The ranking task appears as an optimal method to highlight OITE and is sufficiently sensitive to demonstrate subtle differences related to participants' weight status. The ranking task is easy to perform, does not require training and does not imply a high number of participants to be statistically powered. Odor-Induced Taste Enhancement is a strategy that might be employed to significantly reduce salt, and sugar, while maintaining an acceptable taste intensity, at home as well as in food formulation by the industry.

食物或饮料中的气味可能会增强味道。这种现象被称为气味诱发味觉增强(OITE)。使用味觉强度视觉模拟量表(VAS)显示了OITE。VAS经常受到批评,因为它容易产生光晕倾倒效应。我们比较了VAS和分级方法来评估体重正常或肥胖人群的OITE。在甜苹果汁和咸绿豌豆汤中加入香兰素或培根气味剂来产生OITE。在VAS实验中,评估了每一种碱的咸度、甜度、酸度、苦味和整体香气强度。排序任务包括从最低到最高的甜度/咸度强度,三个参考文献的味道浓度增加,一个目标溶液的最低味道浓度和气味。VAS在苹果汁和绿豌豆汤中都没有显示OITE,没有组。排名法显示,两组的绿豌豆汤中都有OITE,只有肥胖组的苹果汁中有OITE。排名任务似乎是突出OITE的最佳方法,并且足够敏感,可以显示与参与者体重状况相关的细微差异。排名任务很容易执行,不需要培训,也不意味着有大量的参与者需要统计支持。气味引起的味道增强是一种策略,可以用于显著减少盐和糖,同时保持可接受的味道强度,在家庭和食品行业的配方中。
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引用次数: 1
Coffee quality: Insights of Brazilian consumers from different sociodemographic levels combining modified Word Association and Maximum Difference Scaling (MaxDiff) 咖啡质量:来自不同社会人口统计水平的巴西消费者结合改良单词联想和最大差异标度(MaxDiff)的见解
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-06-14 DOI: 10.1111/joss.12856
Paula T. S. Soares, Elson R. Tavares Filho, Mônica M. Pagani, Eliane T. Mársico, Adriano G. Cruz, Erick A. Esmerino

The coffee market is dynamic and offers several products (e.g., powder, capsule, instant, and grain) distributed in different quality categories, such as traditional, extra strong, special, gourmet, and premium. However, despite the diversity of products, there is little information about how consumers with different sociodemographic characteristics perceive and idealize high-quality coffees. This study used a modified Word Association task (n = 142) to determine the attributes of high-quality coffee and the Maximum Difference Scale (n = 330) to organize the attributes concerning their importance between groups of consumers from different sociodemographic levels. Consumers considered flavor, aroma, and intensity as the most important attributes of high-quality coffees, regardless of gender or socioeconomic class. In addition, price and sweetness were important attributes for class C consumers, while temperature and roasting were more important for class A.

Practical Application

Knowing the specificities of coffee consumers allows the manufacturer to direct their products to different niches that perceive the product differently.

咖啡市场是动态的,提供了几种产品(如粉末、胶囊、速溶和谷物),分布在不同的质量类别,如传统、特浓、特殊、美食和优质。然而,尽管产品种类繁多,但关于不同社会人口特征的消费者如何感知和理想化高品质咖啡的信息却很少。本研究使用修改的单词关联任务(n = 142)来确定高品质咖啡的属性,并使用最大差异量表(n = 330)来组织来自不同社会人口统计水平的消费者群体之间关于其重要性的属性。无论性别或社会经济阶层,消费者都认为高品质咖啡最重要的特征是味道、香气和强度。此外,价格和甜度是C类消费者的重要属性,而温度和烘焙对a类消费者更重要。实际应用了解咖啡消费者的特殊性,制造商可以将产品导向不同的利基市场,这些市场对产品有不同的看法。
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引用次数: 0
Society of Sensory Professionals 感官专业人员协会
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-06-06 DOI: 10.1111/joss.12757
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引用次数: 0
Featured Cover 特色封面
IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-06-06 DOI: 10.1111/joss.12858
Mengni Wang, Ruijun Di, Yashu Yu, Imre Blank, Yin Zhang, Yan Ping Chen, Yuan Liu

The cover image is based on the Original Article The development of a lexicon for Jinhua dry-cured ham and its application to discriminate samples using descriptive analysis and check-all-that-apply by Mengni Wang et al., https://doi.org/10.1111/joss.12818.

封面图片基于王梦妮等人的原创文章《金华干腌火腿词典的开发及其在描述性分析和检验样本中的应用》。,https://doi.org/10.1111/joss.12818.
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引用次数: 0
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