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The Spread of Adaptive Learning [World eLearning]

The Spread of Adaptive Learning [e-Learning Around the World]. Hello, my name is Motoki, and I am in charge of marketing. Thanks to your support, this is the third installment of the popular (in my opinion) "e-Learning Around the World" series. Following on from our discussion of flipped learning and MOOCs, this time I would like to talk about a keyword that is gaining more and more presence in e-learning every day: "adaptive learning. Adaptive learning. which is becoming more and more prevalent in e-learning every day. Click here for the Table of Contents What is adaptive learning? 2. Typical Services 3. Key words to keep in mind 4. Summary What is adaptive learning? What does adaptive learning mean? If you look up the word "adaptive" in a dictionary, you will find that it means "adaptive, adapting. Adaptive learning is a learning method that uses artificial intelligence (AI) to optimize learning materials according to the learner's academic ability and proficiency level. Simply put, it is a learning method that matches the learner's level. With the emergence and evolution of AI (Artificial Intelligence) technology, it is becoming popular in the field of education as a learning method that analyzes learning history data and provides learning content optimized for each individual student. To use a school example, until now, it has been common practice to assign homework and problems of the same level and content to all students in a class. Adaptive learning allows students to focus on areas of weakness or stumbling blocks and learn from the basics, or to excel in areas in which they excel. In online shopping, there is a recommendation function that displays a list of recommended products based on product search history and purchase history, such as "Here are the products we recommend for you" or "Here are the products you buy together". This is similar to the way the system works, isn't it? Anyway, when I think back to my childhood, I remember that if I was not good at a subject or a unit, I would go on and on without understanding it, and I would think to myself, "I wish this unit would hurry up and pass by! I remember thinking, "I wish this unit would hurry up and pass! It would be wonderful if the learning progressed according to the level of each individual. Typical Services Let's take a look at some typical services. First is KNEWTON. The representative of adaptive learning is Knewton (Newton), an American company that appeared in 2008. Knewton is a service that specializes in adaptive learning. As an example, the completion rate of one math course prepared at Arizona State University increased by 171 TP2T, the dropout rate decreased by 561 TP2T, and 451 TP2T students completed the course four weeks earlier than scheduled. One of the features of the program is a system that uses web-based tests to recommend the next best learning content and assignments to learners, allowing both administrators, learners, and parents to understand where they are stumbling and where they can move on. Other adaptive learning offerings include DreamBox Learning DreamBox Learning is an adaptive online learning site that focuses on math and arithmetic. ●IXL IXL has been introduced in schools in the United States. There is also information that the site is actually being used as homework in schools. The Japanese site also has actual problems to solve. Key words to keep in mind We have looked at representative services for adaptive learning, and it seems that as AI evolves and spreads in the future, adaptive learning will be one of the methods that are likely to revolutionize the learning style. Now, I would like to introduce some terms related to adaptive learning that you should be aware of. I will provide more detailed information on each of these terms in a later article. Here is a quick introduction. Education Big Data As the digitization and ICT of education progresses, much of the learning data that used to be paper-based can now be obtained in the form of data. Although the use of this data requires a sophisticated approach called data science, it is data that will change the nature of education as a whole, not only for children but also for adults. Learning Analytics The data analysis approach to learning using the educational big data mentioned above is also very important. Learning analytics analysis and measurement are likely to attract even more attention in the future in order to utilize the learning data that has become available as a result of the digitalization of education, such as various types of e-learning and MOOCs. Recommendation functions as educational support This is a recommendation function to support learners by utilizing educational big data and learning analytics. This function is familiar in e-commerce (EC), but in the case of education, it is likely to be even more useful. For example, we can expect various things such as recommended learning contents to overcome individual weak points or learning contents recommendation utilizing learner's attribute data (age, gender, hobbies and preferences). Conclusion Just as big data is driving change in various industrial fields, the digitalization of education → big data → the evolution and spread of adaptive learning, which means that the education field will be transformed in the same way. In this issue, I have used the example of adaptive learning in the U.S. and introduced some related terms. In the next issue, I would like to take an even sharper look at e-learning around the world. In the next issue, I would like to take an even sharper look at e-learning around the world. Thank you for reading to the end! Reference: Edtech will change the future Author: Masahiro Sato

What is SCORM?

What is SCORM? It's almost the end of May. I'm Kidaoka, a marketing manager, and I'm scared of the heat in the Kansai region as we head into full-blown summer. In my hometown of Aomori, it's about 26-30 degrees in summer. I'm not sure if it's a good thing or not 🍎. Now, enough chit-chat, let's get down to business! As I collect information related to e-learning, study, and related topics, I keep coming across this! SCORM" is a term that you may have come across a few times in your research. There is no doubt that SCORM is a concept and overview that is deeply related to e-learning, but the content is difficult to understand and it is difficult to visualize. Let's study and learn about SCORM together! Click here to see the table of contents. 1. Outline Background of SCORM 3. How SCORM Works 4. Benefits of Standardization 5. Summary 1. Overview SCORM (Sharable Content Object Reference Model/SCORM) is a global standard for e-learning developed by the ADL (Advanced Distributed Learning Initiative), the US Department of Defense. The "e-learning standard" is a global standard developed by the ADL (Advanced Distributed Learning Initiative), the U.S. Department of Defense. It is a standardized standard that has been properly evaluated by international standards and "proof of quality and trust" has been standardized. By ensuring that the content of educational materials conforms to this standard, learning can take place on a variety of LMSs, regardless of the manufacturer that developed the content. Scheme can be thought of as "a standard for standardization in e-learning. In Japan, the e-Learning Consortium is playing a central role in promoting the standard. Let's think of SCORM as a game console When you buy a new game console, you may be puzzled by the differences in usability, controls, and button positions between the controller and the console you used before. After you have become accustomed to the new controller, you may have to relearn how to use it, and you may experience unnecessary stress before you can operate it the way you want to. But what if there is a standardized controller? If the controller is the same as the previous console, you will not be confused by the operations and will be able to work smoothly. SCORM is the standard here. 2. Background of SCORM SCORM was established to prevent the proliferation of standards, and to ensure that learning materials can be used commonly across different learning management systems. However, the complexity of SCORM itself makes it difficult for the average layperson to create learning materials that conform to SCORM. ) in Japan. 3. SCORM Structure Let's take a look at the structure of SCORM. Durability Interoperability Accessibility Reusability These are some of the keywords that make SCORM easy to understand. SCORM is a standard that allows e-Learning content to be studied on a wide range of operating systems and Web browsers without the need for major modifications when systems or software versions are upgraded, allows learning materials to be retrieved when necessary, and makes it possible to easily reuse existing content and create new content (reusability). It can be said that e-Learning is a standard to enable the creation of new content by easily reusing existing content. In general, e-Learning is a form of learning management system (LMS), and SCORM defines the common specifications for connecting the two. Benefits of Standardization What is standardization? What is standardization? Standardization is defined as "the unification of multiple elements into the same specification, structure, or format." It is defined as "the unification of multiple elements into the same specification, structure, or format. Product standardization is used in many different fields. Some of the common benefits are listed below. The same ease of use allows operation without having to learn something new. Stable product specifications reduce the number of errors, bugs, and other problems. Economies of scale with the same specifications will reduce costs and prices. Advantages of SCORM standardization When using a new product, including software, a period of familiarization is required. However, if the ease of use is standardized, there is less time and effort to learn new things. Currently, e-Learning is distributed in two parts, LMS and content, but if standardization of this consolidated part is promoted, any content can be used on any LMS. This applies to e-Learning as well, and will lead to better products being offered to users at lower prices. Conclusion SCORM is a global standard for e-Learning that has been properly evaluated by international standards and standardized to provide "proof of quality and reliability. SCORM is a global standard that allows learning materials to be retrieved whenever necessary on many operating systems and web browsers without the need for major modifications such as content system or software version upgrades, and allows existing content to be easily reused and new content to be created.

The History of E-Learning

About the History of E-Learning Hello! My name is Sakamoto, and I am in charge of CS. Have you been learning or studying using the Internet, such as through online learning? With the recent proliferation of PCs and smartphones, learning via the Internet has become commonplace, but how did it all begin? In this issue, we would like to talk about the history of e-learning. Click here for the Table of Contents 1. The Beginning of e-Learning 2. Development of e-Learning 3. Internet-based learning 4. Emergence of Smart Devices The Beginning of e-Learning The development of computer-based learning, which is the basis of e-learning, began in the 1950s, mainly in the United States, with the idea that computers could be used to support education, known as CAI. Conventional group training could not be called efficient because the instructor and trainees had to be in the same place for a long time, and all checking of the trainees' progress had to be done by a person. Video materials were also introduced, but they presented information in a one-way manner and could not be said to be highly effective for learning. This is why the use of personal computers for learning has attracted attention because of the advantages of not having to choose where to study, cost savings, and the ability to manage learners. However, because it was difficult to construct an ideal system in practice, the quality of education through CAI did not improve as much as expected. Development of e-Learning In the 1990s, with the development and spread of personal computers, CAI was replaced by computer-based training (CBT). CBT mainly represents a learning method using CD-ROMs as teaching materials, and taking advantage of the large capacity of CD-ROMs, teaching materials utilizing video and audio were created. It was also around this time that the term "e-learning" was introduced. In particular, in 1995, the explosive popularity of Windows 95 was launched and personal computers became widespread in homes, and Windows 95 came standard with a CD-ROM, which helped to establish CBT-based education. CBT, however, did not become widely used due to the cost of producing teaching materials, the difficulty of modifying the content after distribution, and the difficulty for the administrator to manage the progress of all participants. To Internet-based learning In Japan, a major change occurred in 2000, when the then Mori Cabinet announced the "e-Japan Concept," which aimed to create a Japanese-style IT society, and the following year, a project to promote e-learning began in earnest. The following year, e-learning promotion projects began in earnest. As a result, the e-learning learning method shifted from CD-ROM learning to online learning using materials distributed over the Internet. By placing the learning environment online, it became possible to easily and inexpensively manage learning materials and check the progress of students. The online learning method is called WBT (Web-Based Training), and with the spread of the Internet, more and more companies began to introduce e-learning training and it gradually became a part of our daily lives. Emergence of Smart Devices Since the late 2000s, e-learning has changed even further with the advent of smartphones represented by the iPhone and Android, as well as larger tablet devices. Smart devices are portable, making it possible to study anytime, anywhere, in any spare time, and it has become common to study on the move with a smartphone. Because of the convenience of portability, e-learning is also being introduced in occupations where education and training could only be conducted through real group training, such as customer service, maintenance, and cooking. In addition, recently, the combination of SNS and other tools for communication among trainees has been introduced, as it is expected to be highly effective in supporting and motivating trainees to learn by communicating with each other. Conclusion In this issue, we have reviewed the history of e-learning. Starting with the use of computers in education, the spread of personal computers and the Internet, and now with the advent of smart devices and social networking services, the role and effectiveness of e-learning itself has expanded greatly. With the further evolution of technology (which has already begun to be used), cutting-edge technologies such as AI and VR will be incorporated into e-learning, and the nature of e-learning may change in the future. Thank you for reading to the end. We look forward to seeing you next time.

The Beginning of MOOC in the U.S. [e-Learning in the World

The Beginning of MOOCs in the U.S. [e-Learning Around the World Hello. My name is Motoki, and I am in charge of marketing. This is the first installment of the "e-Learning Around the World" series, which began last time. In the first installment, we introduced you to Khan Academy, one of the first flipped learning programs in the United States. This time, as a continuation of the Khan Academy, I would like to look into "MOOCs," which have become popular as a form of online education. Click here for the table of contents. 1. What is a MOOC? 2. Representative MOOCs 3. Summary What is a MOOC? A MOOC is also known as "MOOCS," and its official name is "Massive Open Online Course. As the name suggests, MOOCS is a platform service that allows students to take large courses online. It became popular mainly in the U.S. and other countries because it allows anyone with Internet access to attend lectures at prestigious universities (basically) for free. Some of them offer not only lectures but also post-lecture tests and assignments to qualify for completion of the course. MOOCs are platform services, so each university does not set up its own service, but rather, students use the platform of a "MOOC consortium" or "MOOC provider" that acts as an intermediary. Now it seems that not only universities but also companies are participating and offering lectures, so in a broad sense, it seems that it can be simply regarded as an "online course. (This page focuses mainly on online courses at the university level.) Representative MOOCs ▼Coursera https://www.coursera.org/ Courses from famous universities such as Stanford University are available. ▼EdX https://www.edx.org/ It was launched jointly by MIT and Harvard University. Udacity https://www.udacity.com/nanodegree Udacity is a MOOC specializing in programming and other computer science fields. Summary MOOCs have created learning opportunities for anyone with Internet access to take university-level courses without having to go to a university. In fact, there was news that a 15-year-old student from Mongolia received excellent grades in an edX course and went on to the Massachusetts Institute of Technology (MIT). However, MOOCs have a very low completion rate due to their low hurdles. The completion rate is low because MOOCs are self-study services that depend heavily on the motivation of the learner. However, MOOC courses are being developed through industry-academia collaboration with the world's top companies such as Google and Facebook, and the number of lectures on cutting-edge technologies such as AI, data science, and automated driving, which are currently the focus of attention, seems to be increasing. It is likely to continue to attract attention in the future. The spread of edtech services like MOOCs in the U.S. is also changing the way students learn in school education. From the next issue onward, I would like to take a sharp look at the impact on school education. I would like to discuss the impact on school education in the next and subsequent issues. We look forward to your continued support in the next issue. Reference: Edtech will change the future Author: Masahiro Sato

About Khan Academy, One of the Beginnings of Flipped Learning in the U.S. [eLearning Around the World

About Khan Academy, one of the beginnings of flipped learning in the U.S. [e-Learning around the world]. Hello. My name is Motoki, and I am in charge of marketing. I'm a newcomer to the company, and I'm also an uncle, but I'm looking forward to working with you. I would like to start off by writing a series of articles in the "e-Learning Around the World" series as a study for myself, as my knowledge of the e-learning industry is still very limited. This time, I would like to introduce "Khan Academy," which is said to be one of the beginnings of flipped learning in the United States. Click here for the Table of Contents 1、What is Khan Academy? 2、Features of Khan Academy 3、Influence 4、Summary What is Khan Academy (Khan Academy)? Khan Academy is an online learning site founded in 2006 by Salmar Khan in the United States. He originally created the site to tutor his cousin's children, who live far away, using web software to help them learn. At first, the system was designed to provide questions, and when a question could not be solved, the system would display learning content tailored to that question. Later, at the recommendation of a friend, he created instructional videos and uploaded them to YouTube, where they became popular for being "easy to understand through video" and "easy to review and learn at your own pace. The number of users began to explode, and the site developed into a full-fledged online learning site. (The number of current users is said to be in the millions to tens of millions per month worldwide.) Features of Khan Academy Khan Academy's stance is to "proceed with learning by asking questions, and if a question is not answered, the appropriate learning content will be displayed," and the videos themselves are positioned as supplementary materials. Kahn himself says, "The most useful way to learn is to solve the questions," and "The real source of our power is in the question software (level-checking test). Impacts that have occurred One of the most frequently mentioned impacts of the Khan Academy is the popularization of a teaching and learning style known as "Flipped Learning. Teachers at schools began to use Khan Academy videos as preparatory videos for their students. What is Flipped Learning? Flipped Learning" refers to a teaching style in which lectures, which are traditionally held in the classroom, are conducted at home via video learning, and problem solving and report writing are done during class time. What is Flipped Learning | About e-Learning | Quiz Writing and Question Writing Tools - e-Learning Starts with a Quiz There have been attempts to implement flipped classrooms since that time, but the burden on teachers to create video materials was so great that many teachers were unable to do so even if they wanted to. This led to an increase in the number of teachers using Khan Academy videos to prepare for classes, and the flipped classroom style has spread. Conclusion Before researching, I had a strong image of "the trigger for the spread of flipped learning," so I had an image of "the roots of video materials," but I was impressed by the fact that Khan Academy itself emphasizes "learning through questions and tests to check understanding, and using video materials to learn what you don't understand. I was impressed by this point. This time, we introduced "Khan Academy," which is said to be one of the first edtech schools in the U.S. We hope you will visit again next time. Please check back again next time. Oh, by the way, our e-learning creation system "learningBOX" started as a quiz question creation tool "QuizGenerator"! The real source of power is in the question software!" If you haven't already, please take advantage of it! ▼QuizGenerator, a quiz question creation tool that can be created on the web, where anyone can create quizzes for free and easily. For more information, click here. LearningBOX" is an e-learning creation system based on the concept of "easy to use and inexpensive Click here for more details
 e-Learning

"Tips for creating e-learning questions.

How to Effectively and Efficiently Create E-Learning Questions that Anyone Can Easily Create For those in charge of e-learning who are considering using e-learning and are not sure how to go about it. Generally, eLearning questions are used to check the level of knowledge acquisition and achievement. The main purpose is to check the level of understanding of the learning content, and it is desirable to select questions based on this purpose. However, this task is quite difficult. When e-learning is used, it is not enough to know only the learning content that is the "correct answer" to a question. In this article, I would like to explain how to effectively and efficiently create an e-learning program that anyone can easily create. The key to success in e-learning education is to provide students with both "good learning materials" and "good tests. Please take a look at this article. Table of Contents What are "good" questions and tests in e-Learning? 2. First of all, study materials! The process of creating e-learning materials 3. After creating learning materials, let's create questions and tests! Summary 1. What is a "good" question/test in e-Learning? The purpose of implementation is clear. To begin with, what is the purpose of e-Learning? Without a clear objective, it is impossible to start considering question specifications and creating questions and explanations. If you start the production process with unclear objectives, there is a high possibility of rework during the production process. It may cause delays in the question creation schedule, increase production costs, and even result in the creation of unintended and unrelated questions. The start of anything is crucial. To avoid regrets during the creation process, start with a clear idea of "What is the purpose? to avoid regrets during the process of creation. Validity and reliability The second condition is that the test questions have validity and reliability. The second condition is that the test questions must be valid and reliable. The purpose of the test is to question students about what they have learned through the course material and to measure their understanding of the material. Do not use concepts or ideas that are outside the scope of study for reasons that make it easier to create questions. This will cause confusion and increase the number of inquiries. Stress-free Answering When creating test questions, it is important to put yourself in the "learner's shoes. For example, a student who is asked a question about something he or she has not learned will be confused and say, "I have not learned this! They will be confused and think, "I didn't learn this! Even if the questions are within the scope of what they have learned, the content of the questions may cause unnecessary stress to the learner. Start with easy problems and gradually increase the difficulty level. The more problems they cannot solve, the less motivation they will have to learn, and the more they will stop working on the assignment itself. *Test questions should only ask clear and straightforward questions about what has been learned. The intent of the question should be clear. Make more use of phrased 'asserted sentences' when creating questions. Sentences that are wordy or double negative may lead to misunderstanding or misinterpretation. Use images and video materials. Most of the information we perceive comes from the visual sense. If you find yourself writing long sentences that lack cohesion, take the plunge and use images and videos more frequently. 2. First of all, learning materials! Analysis We examine the information necessary for creating learning materials, such as "what is the purpose of creating learning materials and who is the target audience," "how much learning time should be set aside and where should the goal be set," and "how to use the system.  ↓ ↓ ↓ ↓ ↓ ↓ Design Based on the information solidified through the analysis process, we proceed with the preparation of "specifications for teaching materials," "structure of learning content," "schedule for creation," etc.  ↓ ↓ ↓ ↓ Development Based on the design image diagram, we will actually create the teaching materials. The completed teaching materials are reviewed by a third party to ensure that they are easy to understand and use, and revisions are made and created.  ↓ ↓ ↓ ↓ ↓ ↓ ↓ ↓ ↓ ↓ ↓ ↓ ↓ ↓ ↓ Implementation The completed teaching materials are used to teach the course to the participants.  ↓ ↓ ↓ ↓ ↓ ↓ Evaluation After a certain period of operation, we will analyze whether the initial objectives have been achieved by understanding the trends of learners based on their course history and the results of questionnaires. This information will provide useful data for reviewing the educational content. 3. After creating educational materials, create questions and tests! Let's review the specific flow of "creating questions and tests" in e-Learning. Basically, questions are created in the following flow. Decide what to measure and by what standard. The main purpose of the test is to "check the level of understanding of the test content," but the breadth and depth of that understanding will depend on the purpose of the learning material paired with the test. The following three points should be confirmed. ▼ What is the purpose of the study material that is paired with the test? What is the purpose of the test based on the learning materials? ▼ What are the criteria for measuring the level of student understanding? Set the criteria for creating questions based on these points! Determine the question specifications (type, question format, whether or not explanations are provided, passing criteria, etc.) Once the objectives of the questions have been established, consider the test specifications necessary to achieve those objectives. The main specifications to consider include the following ▼ Types of testing There are several types of test formats. Select the most appropriate type according to your objectives. Pre-test: A test that measures the learner's current ability. Post-test: A test that measures the learner's knowledge gain by comparing it to the results of the pre-test. Confirmation test: A test designed to assess the learner's understanding of each unit of study. Completion test: A test that measures the learner's understanding of the entire course of study and certifies completion of the course if a set number of points have been achieved. ▼Test format The most commonly used testing formats are "multiple-choice," "multiple-answer," and "X-X" format. If you want to measure students' understanding more strictly, it is better to choose "multiple-choice" rather than "single-choice" or "multiple-choice" rather than "multiple-question" format. To further increase the difficulty level of the test, "Randomized" questions are available. This means that the order in which the questions are presented changes each time the test is administered. There is also "Choice Shuffle," which changes the order of the choices. There is also the "Writing" method, in which the test taker is asked to write down the answers in writing. It is important to understand that this writing style is difficult to grade after the test is administered. ➡Difficulty level "X-X type" < "Multiple Choice type" < "Multiple Choice type ▼Necessity of commentary It is necessary to decide whether or not to provide explanations after grading. For questions that simply ask about the content of the study material, explanations are not required. This is because if the score is below the passing standard, it would be more effective for the student to take the confirmation test after re-learning the parts of the test where knowledge is unclear. In the case of practice-type questions, explanations are generally provided. This is because practice-type questions are application questions that incorporate the knowledge learned in the study materials, and it is sometimes difficult to understand why the answers are given. The explanations are effective in helping students acquire an applied way of thinking. ➡In this case, the test is not merely "something to measure," but contains an element of "learning" in itself. ▼Passing Criteria While it is common to set a passing standard for a test, that standard should be adjusted according to the learning content and learning objectives. In some cases, as in the example below, a score of 100% may be required. 70% if you want all participants to acquire the minimum required knowledge 80% if a certain standard is required to be met 100% if a perfect response is required, etc. Prepare drafts according to the question specifications Unify question specifications Try to unify the specifications of the question text as much as possible. Multiple specifications may cause stress to learners and make it difficult for them to concentrate on answering the questions. The test draft should be written in "です・ます" or "da・ある" style. Care should be taken not to mix the two tones in one sentence. Again, this can cause unnecessary stress to the learner. Actual Creation Using the Question Creation Tool Once the manuscript is complete, we will actually create the questions. Here is a brief explanation of the creation process using our question creation tool, Quiz Generator. First, create a manuscript that conforms to the file format to be imported into the creation tool. Below is part of the Excel and text file screen used to import the test manuscript into our teaching material creation tool. The image of the teaching material created by importing this file (manuscript) into the tool is shown below. Sample questions ➡Sample questions created by our tool *As you can see, once the file (manuscript) is created for the question creation tool, the creation of questions and tests can be done in a short time (a few minutes). It also facilitates the revision process. Detailed work procedures can be found here ➡Create questions in a text file ➡Create questions in Excel ➡Analyze test results and make improvements Although the created teaching materials are loaded onto the LMS for operation, there is no point in just creating them. It is important to analyze the results of the test and create the next measures based on the results of the learner survey, or to improve the test itself. Points of analysis include the following Did we achieve our objectives? Are the questions appropriate for the learner's level? Are the acceptance criteria appropriate? Were the learners stressed out? ➡Continuous implementation of such analysis and improvement will enhance the quality of the test, as well as the quality of education and training utilizing e-learning, and lead to higher learner satisfaction. 4. Summary In this report, we have discussed the creation of questions using e-learning. Did you discover anything new? Let's take a brief look back. What is the purpose of e-learning? What is the purpose of e-learning? Let's understand the process of creating e-learning materials. After creating the materials, let's create questions and tests. How to use question creation tools to streamline the process. Analyze test results and make improvements. Finally, testing does not end when the test is administered. Test results and learner feedback (evaluations) need to be analyzed and linked to the next measure or test improvement. To this end, the person in charge of test creation must be familiar with the contents of the learning materials. Creating a test is a difficult task, but it is not that difficult if the objectives are clearly defined and procedures are followed. We encourage you to try your hand at creating questions using this article as a guide.
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