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A Queueing-Theoretic Foundation for Optimal Spaced Repetition
A Queueing-Theoretic Foundation for Optimal Spaced Repetition Siddharth Reddy [email protected] Department of Computer Science, Cornell University, Ithaca, NY 14850 Igor Labutov [email protected] Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY 14850 Siddhartha Banerjee [email protected] School of Operations Research and Information Engineering, Cornell University, Ithaca, NY 14850 Thorsten Joachims [email protected] Department of Computer Science, Cornell University, Ithaca, NY 14850 1. Extended Abstract way back to 1885 and the pioneering work of Ebbinghaus (Ebbinghaus, 1913), identify two critical variables that de- In the study of human learning, there is broad evidence that termine the probability of recalling an item: reinforcement, our ability to retain a piece of information improves with i.e., repeated exposure to the item, and delay, i.e., time repeated exposure, and that it decays with delay since the since the item was last reviewed. Accordingly, scientists last exposure. This plays a crucial role in the design of ed- have long been proponents of the spacing effect for learn- ucational software, leading to a trade-off between teaching ing: the phenomenon in which periodic, spaced review of new material and reviewing what has already been taught. content improves long-term retention. A common way to balance this trade-off is spaced repe- tition, which uses periodic review of content to improve A significant development in recent years has been a grow- long-term retention. Though spaced repetition is widely ing body of work that attempts to ‘engineer’ the process used in practice, e.g., in electronic flashcard software, there of human learning, creating tools that enhance the learning is little formal understanding of the design of these sys- process by building on the scientific understanding of hu- tems. -
Benefits of Immediate Repetition Versus Long Study Presentation On
Neuropsychology In the public domain 2010, Vol. 24, No. 4, 457–464 DOI: 10.1037/a0018625 Benefits of Immediate Repetition Versus Long Study Presentation on Memory in Amnesia Mieke Verfaellie and Karen F. LaRocque Suparna Rajaram Memory Disorders Research Center, VA Boston Healthcare Stony Brook University System, and Boston University School of Medicine Objective: This study aimed to resolve discrepant findings in the literature regarding the effects of massed repetition and a single long study presentation on memory in amnesia. Method: Experiment 1 assessed recognition memory in 9 amnesic patients and 18 controls following presentation of a study list that contained items shown for a single short study presentation, a single long study presentation, and three massed repetitions. In Experiment 2, the same encoding conditions were presented in a blocked rather than intermixed format to all participants from Experiment 1. Results: In Experiment 1, control participants showed benefits associated with both types of extended exposure, and massed repetition was more beneficial than long study presentation, F(2, 34) ϭ 14.03, p Ͻ .001, partial 2 ϭ .45. In contrast, amnesic participants failed to show benefits of either type of extended exposure, F Ͻ 1. In Experiment 2, both groups benefited from repetition, but did so in different ways, F(2, 50) ϭ 4.80, p ϭ .012, partial 2 ϭ .16. Amnesic patients showed significant and equivalent benefit associated with both types of extended exposure, F(2, 16) ϭ 5.58, p ϭ .015, partial 2 ϭ .41, but control participants again benefited more from massed repetition than from long study presentation, F(2, 34) ϭ 23.74, p Ͻ .001, partial 2 ϭ .58. -
An Evidence-Based Guide for Medical Students: How to Optimize the Use of Expanded-Retrieval Platforms
Open Access Review Article DOI: 10.7759/cureus.10372 An Evidence-Based Guide for Medical Students: How to Optimize the Use of Expanded-Retrieval Platforms Cyrus A. Pumilia 1 , Spencer Lessans 1 , David Harris 2 1. Medicine, University of Central Florida College of Medicine, Orlando, USA 2. Medical Education, University of Central Florida College of Medicine, Orlando, USA Corresponding author: Spencer Lessans, [email protected] Abstract Recommendations have been made for improving medical education based on the available evidence regarding learning. Traditional learning methods in medical education (e.g. reading from textbooks) do not ensure long-term retention. However, expanded-retrieval studying methods have been shown to improve studying efficiency. Using evidence-based practices to optimize an expanded-retrieval platform has the potential to greatly benefit knowledge acquisition and retention for medical students. This literature review was conducted to identify the best practices of expanded-retrieval platforms. Themes within learning that promote knowledge gain and retention include presentation of related categorical information, schema formation, dual-coding, concrete examples, elaboration, changes in text appearance, and interleaving. Presentation of related categorical material together may mitigate retrieval- induced forgetting (RIF). Spaced retrieval helps to reinforce schema formation by solidifying the framework the individual students form when learning the material. Dual-coding improves learning by creating more neural pathways. Multiple concrete examples can be compared by students to see their respective differences, highlighting the true underlying principle. Variation in text appearance is most useful during the initial, short-term inter-study intervals. Interleaving is a theme where different topics are combined in the same study session and is unpopular with students but shown to be successful. -
Universidad De Almería
UNIVERSIDAD DE ALMERÍA MÁSTER EN PROFESORADO DE EDUCACIÓN SECUNDARIA OBLIGATORIA Y BACHILLERATO, FORMACIÓN PROFESIONAL Y ENSEÑANZA DE IDIOMAS ESPECIALIDAD EN LENGUA INGLESA Curso Académico: 2015/2016 Convocatoria: Junio Trabajo Fin de Máster: Spaced Retrieval Practice Applied to Vocabulary Learning in Secondary Education Autor: Héctor Daniel León Romero Tutora: Susana Nicolás Román ABSTRACT Spaced retrieval practice is a learning technique which has been long studied (Ebbinghaus, 1885/1913; Gates, 1917) and long forgotten at the same time in education. It is based on the spacing and the testing effects. In recent reviews, spacing and retrieving practices have been highly recommended as there is ample evidence of their long-term retention benefits, even in educational contexts (Dunlosky, Rawson, Marsh, Nathan & Willingham, 2013). An experiment in a real secondary education classroom was conducted in order to show spaced retrieval practice effects in retention and student’s motivation. Results confirm the evidence, spaced retrieval practice showed higher long-term retention (26 days since first study session) of English vocabulary words compared to massed practice. Also, student’s motivation remained high at the end of the experiment. There is enough evidence to suggest educational institutions should promote the use of spaced retrieval practice in classrooms. RESUMEN La recuperación espaciada es una técnica de aprendizaje que se lleva estudiando desde hace muchos años (Ebbinghaus, 1885/1913; Gates, 1917) y que al mismo tiempo ha permanecido como una gran olvidada en los sistemas educativos. Se basa en los efectos que producen el repaso espaciado y el uso de test. En recientes revisiones de la literatura se promueve encarecidamente el uso de estas prácticas, ya que aumentan la retención de recuerdos en la memoria a largo plazo, incluso en contextos educativos (Dunlosky, Rawson, Marsh, Nathan & Willingham, 2013). -
The Spaced Interval Repetition Technique
The Spaced Interval Repetition Technique What is it? The Spaced Interval Repetition (SIR) technique is a memorization technique largely developed in the 1960’s and is a phenomenal way of learning information very efficiently that almost nobody knows about. It is based on the landmark research in memory conducted by famous psychologist, Hermann Ebbinghaus in the late 19th century. Ebbinghaus discovered that when we learn new information, we actually forget it very quickly (within a matter of minutes and hours) and the more time that passes, the more likely we are to forget it (unless it is presented to us again). This is why “cramming” for the test does not allow you to learn/remember everything for the test (and why you don’t remember any of it a week later). SIR software, notably first developed by Piotr A. Woźniak is available to help you learn information like a superhero and even retain it for the rest of your life. The SIR technique can be applied to any kind of learning, but arguably works best when learning discrete pieces of information like dates, definitions, vocabulary, formulas, etc. Why does it work? Memory is a fickle creature. For most people, to really learn something, we need to rehearse it several times; this is how information gets from short‐term memory to long‐ term memory. Research tells us that the best time to rehearse something (like those formulas for your statistics class) is right before you are about to forget it. Obviously, it is very difficult for us to know when we are about to forget an important piece of information. -
Learning Efficiency Correlates of Using Supermemo with Specially Crafted Flashcards in Medical Scholarship
Learning efficiency correlates of using SuperMemo with specially crafted Flashcards in medical scholarship. Authors: Jacopo Michettoni, Alexis Pujo, Daniel Nadolny, Raj Thimmiah. Abstract Computer-assisted learning has been growing in popularity in higher education and in the research literature. A subset of these novel approaches to learning claim that predictive algorithms called Spaced Repetition can significantly improve retention rates of studied knowledge while minimizing the time investment required for learning. SuperMemo is a brand of commercial software and the editor of the SuperMemo spaced repetition algorithm. Medical scholarship is well known for requiring students to acquire large amounts of information in a short span of time. Anatomy, in particular, relies heavily on rote memorization. Using the SuperMemo web platform1 we are creating a non-randomized trial, inviting medical students completing an anatomy course to take part. Usage of SuperMemo as well as a performance test will be measured and compared with a concurrent control group who will not be provided with the SuperMemo Software. Hypotheses A) Increased average grade for memorization-intensive examinations If spaced repetition positively affects average retrievability and stability of memory over the term of one to four months, then consistent2 users should obtain better grades than their peers on memorization-intensive examination material. B) Grades increase with consistency There is a negative relationship between variability of daily usage of SRS and grades. 1 https://www.supermemo.com/ 2 Defined in Criteria for inclusion: SuperMemo group. C) Increased stability of memory in the long-term If spaced repetition positively affects knowledge stability, consistent users should have more durable recall even after reviews of learned material have ceased. -
One School's Successful Efforts to Raise Its Bar Passage Rates in an Era of Decline
Florida International University College of Law eCollections Faculty Publications Faculty Scholarship 2019 Using Science to Build Better Learners: One School's Successful Efforts to Raise Its Bar Passage Rates in an Era of Decline Louis N. Schulze Jr. Florida International University College of Law, [email protected] Follow this and additional works at: https://ecollections.law.fiu.edu/faculty_publications Part of the Legal Education Commons Recommended Citation Louis N. Schulze, Jr., Using Science to Build Better Learners: One School's Successful Efforts to Raise Its Bar Passage Rates in an Era of Decline, 68 J. Legal Educ. 230 (2019). This Article is brought to you for free and open access by the Faculty Scholarship at eCollections. It has been accepted for inclusion in Faculty Publications by an authorized administrator of eCollections. For more information, please contact [email protected]. 230 Using Science to Build Better Learners: One School’s Successful Efforts to Raise its Bar Passage Rates in an Era of Decline Louis N. Schulze, Jr. I. Introduction “The wise know their weakness too well to assume infallibility; and he who knows most, knows best how little he knows.” Thomas Jefferson.1 Bar examination pass rates are plummeting. Many laws schools are searching urgently for some way to stem the tide of decline. Silver bullet cure- alls are attractive, all too often adopted, and almost never fruitful. So what should schools do? Should a school teach to the test? Induce less proficient students into not taking the bar exam?2 Reteach doctrine in a bar prep course? Begin bar prep in 1L year? Spoon-feed black-letter law? Require faculty to use only multiple- choice questions in exams? Only essay questions? The answer to all these questions is “no,” but the questions themselves miss the point—like asking a mergers and acquisitions lawyer whether her achievements resulted from taking more depos. -
References Acknowledgements
Cover Page The handle https://hdl.handle.net/1887/3134566 holds various files of this Leiden University dissertation. Author: Versteeg, M. Title: At the heart of learning: navigating towards educational neuroscience in health professions education Issue Date: 2021-01-21 Supplementary 201019_Proefschrift_naproefdruk.indd 194 23-10-2020 07:41:52 SUPPLEMENTARY Supplementary A | The used literature search term combinations. Spaced [ti] Learning [ti] Spaced learning [tw] Health professions education [tw] Spaced AND Learning OR Spaced training AND Education, Professional [Mesh] Spacing Memory Spacing training Medical educat* Retriev* Training Spaced learning Professional educat* Repetition* Educat* Spacing learning Teach* Recall Spaced interval Medical student* training Mental Spaced interval Biomedical recall learning student* [Mesh] Memory training Pharmacy student* Spaced retrieval Biology student* Spaced retrieving Dental student* Retrieval practic* Nursing student* Mass learning Undergraduate* Massed learning Graduat* Spacing effect Intern* Distributed practic* University Spacing efficacy Universities Spacing practice Resident* sessions Spacing of learning Health professional* Spacing repetition Spacing and repetition Spaced educat* Spaced test* Test-enhaned learning Testing effect* Within each column all terms are searched with the Boolean operator “OR”. 195 201019_Proefschrift_naproefdruk.indd 195 23-10-2020 07:41:52 SUPPLEMENTARY Supplementary B | Frequency distribution of research articles on spaced learning included in this scoping -
Serial Position Effects and Forgetting Curves: Implications in Word
Studies in English Language Teaching ISSN 2372-9740 (Print) ISSN 2329-311X (Online) Vol. 2, No. 3, 2014 www.scholink.org/ojs/index.php/selt Original Paper Serial Position Effects and Forgetting Curves: Implications in Word Memorization Guijun Zhang1* 1 Department of Foreign Languages, China Pharmaceutical University, Nanjing, China * Guijun Zhang, E-mail:[email protected] Abstract Word memorization is important in English learning and teaching. The theory and implications of serial position effects and forgetting curves are discussed in this paper. It is held that they help students understand the psychological mechanisms underlying word memorization. The serial position effects make them to consider the application the chunking theory in word memorization; the forgetting curve reminds them to repeat the words in long-term memory in proper time. Meanwhile the spacing effect and elaborative rehearsal effect are also discussed as they are related to the forgetting curve. Keywords serial position effects, forgetting curves, word memorization 1. Introduction English words are extraordinarily significant for English foreign language (EFL) learners because they are the essential basis of all language skills. As Wilkins said, “...while without grammar very little can be conveyed, without vocabulary nothing can be conveyed” (Wilkins, 1972). Effective word memorization plays a significant role in the process of vocabulary learning. Researchers have and are still pursuing and summarizing the effective memory methods. Schmitt, for example, classified vocabulary memory strategies into more than twenty kinds (Schmitt, 1997, p. 34). However, it is hard to improve the efficiency of the vocabulary memory in that different students remember the huge amount of words with some certain method or methods that may not suit them. -
Small Memory Software by Weir, Noblea Programmer’S Introduction to Small Memory Software
Preface Small Memory Software by Weir, NobleA Programmer’s Introduction to Small Memory Software. Preface Version 25/04/00 10:10 - 2 Once upon a time computer memory was one of the most expensive commodities on earth, and large amounts of human ingenuity were spent trying to simulate supernova explosions with nothing more than a future Nobel prize winner and a vast array of valves. Nowadays many people have enough computer memory to support simulating the destruction of most of the galaxy in any one of their hand-held phones, digital diaries, or microwave ovens. But at least two things have remained constant throughout the history of computing. Software design remains hard [Gamma et al 1995], and its functionality still expands to fill the memory available [Potter 1948]. This book addresses both these issues. Patterns have proved a successful format to capture knowledge about software design; these patterns in particular tackle memory requirements. As authors we had other several additional aims in writing this book. As patterns researchers and writers we wanted to learn more about patterns and pattern writing, and as software designers and architects we wanted to study existing systems to learn from them. In particular: · We wanted to gain and share an in-depth knowledge of portable small memory techniques; techniques that work in many different environments. · We wanted to write a complete set of patterns dealing with one single force — in this case, memory requirements. · We wanted to study the relationships between patterns, and to group and order the patterns based on these mutual relationships, and lastly: · We wanted an approachable book, one to skim for fun rather than to suffer as a penance. -
Integrating a Computer-Based Flashcard Program Into Academic Vocabulary Learning Cennet Altiner Iowa State University
Iowa State University Capstones, Theses and Graduate Theses and Dissertations Dissertations 2011 Integrating a computer-based flashcard program into academic vocabulary learning Cennet Altiner Iowa State University Follow this and additional works at: https://lib.dr.iastate.edu/etd Part of the Curriculum and Instruction Commons Recommended Citation Altiner, Cennet, "Integrating a computer-based flashcard program into academic vocabulary learning" (2011). Graduate Theses and Dissertations. 10160. https://lib.dr.iastate.edu/etd/10160 This Thesis is brought to you for free and open access by the Iowa State University Capstones, Theses and Dissertations at Iowa State University Digital Repository. It has been accepted for inclusion in Graduate Theses and Dissertations by an authorized administrator of Iowa State University Digital Repository. For more information, please contact [email protected]. Integrating a computer-based flashcard program into academic vocabulary learning by Cennet Altiner A thesis submitted to the graduate faculty in partial fulfillment of the requirements for the degree of MASTER OF SCIENCE Major: Education (Curriculum and Instructional Technology) Program of Study Committee: Ann Thompson, Major Professor Denise Schmidt Barbara Schwarte Iowa State University Ames, Iowa 2011 Copyright © Cennet Altiner, 2011. All rights reserved. ii TABLE OF CONTENTS LIST OF TABLES iv ABSTRACT v CHAPTER 1. INTRODUCTION 1 Introduction 1 Research Questions 3 Organization of the Study 4 CHAPTER 2. LITERATURE REVIEW 5 Target Vocabulary for ESL Students 5 Incidental Vocabulary Learning vs. Intentional Vocabulary Learning 7 The Role of Noticing in Vocabulary Learning 9 The Role of Repetition for Vocabulary Learning 10 Spaced Repetition 12 The role of Retrieval Process in Vocabulary Learning 14 Learning from Word Cards as a Vocabulary Learning Strategy 15 Computer-based Flashcard Programs 17 Summary 19 CHAPTER 3. -
Testing Effect”: a Review
Trends in Neuroscience and Education 5 (2016) 52–66 Contents lists available at ScienceDirect Trends in Neuroscience and Education journal homepage: www.elsevier.com/locate/tine Review article Neurocognitive mechanisms of the “testing effect”: A review Gesa van den Broek a,n,1, Atsuko Takashima a,1, Carola Wiklund-Hörnqvist b,c, Linnea Karlsson Wirebring b,c,d, Eliane Segers a, Ludo Verhoeven a, Lars Nyberg b,d,e a Radboud University, Behavioural Science Institute, 6500 HC Nijmegen, The Netherlands b Umeå University, Umeå Center for Functional Brain Imaging (UFBI), 901 87 Umeå, Sweden c Umeå University, Department of Psychology, 901 87 Umeå, Sweden d Umeå University, Department of Integrative Medical Biology, 901 87 Umeå, Sweden e Umeå University, Department of Radiation Sciences, 901 87 Umeå, Sweden article info abstract Article history: Memory retrieval is an active process that can alter the content and accessibility of stored memories. Of Received 16 October 2015 potential relevance for educational practice are findings that memory retrieval fosters better retention Received in revised form than mere studying. This so-called testing effect has been demonstrated for different materials and po- 27 May 2016 pulations, but there is limited consensus on the neurocognitive mechanisms involved. In this review, we Accepted 30 May 2016 relate cognitive accounts of the testing effect to findings from recent brain-imaging studies to identify Available online 2 June 2016 neurocognitive factors that could explain the testing effect. Results indicate that testing facilitates later Keywords: performance through several processes, including effects on semantic memory representations, the se- Testing effect lective strengthening of relevant associations and inhibition of irrelevant associations, as well as po- Retrieval tentiation of subsequent learning.