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Analyzing Education Data with Open Science Best Practices, R, and OSF
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CC BY
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This workshop demonstrates how using R can advance open science practices in education. We focus on R and RStudio because it is an increasingly widely-used programming language and software environment for data analysis with a large supportive community. We present: a) general strategies for using R to analyze educational data and b) accessing and using data on the Open Science Framework (OSF) with R via the osfr package. This session is for those both new to R and those with R experience looking to learn more about strategies and workflows that can help to make it possible to analyze data in a more transparent, reliable, and trustworthy way. Access the workshop slides and supplemental information at https://osf.io/vtcak/​.

Resources:

1) Download R: https://www.r-project.org/​
2) Download RStudio (a tool that makes R easier to use): https://rstudio.com/products/rstudio/...​
3) R for Data Science (a free, digital book about how to do data science with R): https://r4ds.had.co.nz/​
4) Tidyverse R packages for data science: https://www.tidyverse.org/​
5) RMarkdown from RStudio (including info about R Notebooks): https://rmarkdown.rstudio.com/​
6) Data Science in Education Using R: https://datascienceineducation.com/​

Subject:
Applied Science
Computer Science
Education
Material Type:
Teaching/Learning Strategy
Author:
Cynthia D'Angelo
Joshua Rosenberg
Date Added:
03/11/2021
Analyzing Root Cause - Curriculum
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Reflection questions are offered at two levels:
1. District and school level, for system-wide reflection, appropriate for district
administrators, building principals, department chairs, content lea ders, coaches
2. Teacher level, appropriate for individual teachers in considering their
data/information

Subject:
Applied Science
Education
Life Science
Physical Science
Material Type:
Reading
Author:
PVAAS Statewide Team for PDE
Date Added:
02/01/2018
Analyzing Texts through Close Reading for Deeper Understanding
Conditional Remix & Share Permitted
CC BY-NC-SA
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As teachers, one of our primary responsibilities is to help students understand and analyze various types of texts. To do this effectively, we need to have a solid understanding of the text ourselves. This learning activity will help you develop your skills in analyzing texts and prepare you to help your students do the same.

Subject:
Education
Material Type:
Activity/Lab
Author:
Rebecca Henderson
Date Added:
08/31/2023
Analyzing a Famous Speech
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Some Rights Reserved
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After gaining skill through analyzing a historic and contemporary speech as a class, students will select a famous speech from a list compiled from several resources and write an essay that identifies and explains the rhetorical strategies that the author deliberately chose while crafting the text to make an effective argument. Their analysis will consider questions such as: What makes the speech an argument?, How did the author's rhetoric evoke a response from the audience?, and Why are the words still venerated today?

Subject:
Composition and Rhetoric
Education
English Language Arts
Material Type:
Assessment
Lesson Plan
Unit of Study
Provider:
Florida Center for Research in Science, Technology, Engineering, and Mathematics
Provider Set:
iCPALMS: A Standards-based K-12 Resources and Tools Pathway
Author:
Melissa Weeks Noel
Date Added:
08/01/2012
Anarctica: King of the Cold: Grades 2-3: Text Only Version
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CC BY-SA
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This informational text explains that while both the Arctic and Antarctica are cold, Antarctica is much colder and drier - a polar desert. The text is written at a grade two through grade three reading level. This is a PDF containing the informational text and a glossary.

Subject:
Applied Science
Education
Engineering
Geoscience
Physical Science
Material Type:
Reading
Provider:
Ohio State University College of Education and Human Ecology
Provider Set:
Beyond Penguins and Polar Bears: An Online Magazine for K-5 Teachers
Author:
Jessica Fries-Gaither
Date Added:
08/17/2010
Anatomical Variation: An Australian and New Zealand Context
Conditional Remix & Share Permitted
CC BY-NC
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Short Description:
This textbook is designed to actively engage your exploration and critical analysis of human anatomical variation in an Australian and New Zealand context. Understanding anatomical variation is essential for all health professionals to avoid patient misdiagnosis such as confusing a natural variant with a pathology, minimise surgical or procedural errors that may occur if variations are unexpected, and ultimately improve patient outcomes by applying culturally safe practices. Research in anatomical variation has demonstrated significant differences in phenotypic expression of variants between and within geographic, ancestral and socioeconomic populations, as well as displaying significant variance between males and females. It is therefore critical as a health professional to understand anatomical variation in the context of the population you intend to practice in. This textbook compiles this critical information into an easy to read summary of the range and frequency of anatomical phenotypes in Australian and New Zealand patients by drawing from contemporary anatomical science research. Anatomical variation of Aboriginal, Torres Strait Islander and Māori peoples has also been highlighted where research is available.

Long Description:
The anatomy of our outwardly facing physical appearance exhibits great diversity between individuals, from different eye, skin and hair colour to the size of our feet and our height. However, it is less known whether our anatomy differs beneath the surface… is the anatomy of the internal organs the same between individuals? Most textbooks would like you to think so with simplified standard descriptions of human anatomy such as the lung lobes and fissures, aortic arch branches and bone numbers. But this eBook is different. Here we build your understanding of the scope and clinical importance of human anatomical variation to improve your clinical skills as a health professional or biomedical scientist.

Anatomical variation is described as the differences in macroscopic morphology (shape and size), topography (location), developmental timing or frequency (number) of an anatomical structure between individuals. It presents during embryological or subadult development and results in no substantive observable interruption to physiological function. Every organ displays an array of anatomical phenotypes, and for these reasons the anatomy of each person is considered a variant. Understanding anatomical variation is essential for all health professionals to avoid patient misdiagnosis such as confusing a natural variant with a pathology, minimise surgical or procedural errors that may occur if variations are unexpected, and ultimately improve patient outcomes by applying culturally safe practices.

This textbook is designed to actively engage your exploration and critical analysis of human anatomical variation in an Australian and New Zealand context. Research in anatomical variation has demonstrated significant differences in phenotypic expression of variants between and within geographic, ancestral and socioeconomic populations, as well as displaying significant variance between males and females. It is therefore critical as a health professional to understand anatomical variation in the context of the population you intend to practice in. This textbook compiles this critical information into an easy to read summary of the range and frequency of anatomical phenotypes in Australian and New Zealand patients by drawing from contemporary anatomical science research. Anatomical variation of Aboriginal, Torres Strait Islander and Māori peoples has also been highlighted where research is available.

The textbook is organised to complement your health science studies by developing your depth of understanding to address three critical themes in anatomical variation: Theme 1: Categorise and describe a range of anatomical variation within the human body. Theme 2: Theorise the implications of anatomical variation on patient outcomes and in professional contexts. Theme 3: Investigate the process of anatomical variation formation and its potential causes.

Each chapter employs a multimodal and active learning approach using text and video summaries of key information, checkpoint quizzes, interactive images, clinical and professional discussion activities, and recommended readings. In this way, the activities in this textbook can be easily embedded into existing health science curricula to strengthen anatomical variation understanding in all health professional courses.

Word Count: 31978

ISBN: 978-1-925553-51-2

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

Subject:
Anatomy/Physiology
Applied Science
Biology
Education
Health, Medicine and Nursing
Higher Education
Life Science
Material Type:
Textbook
Provider:
Queensland University of Technology
Author:
Annabelle L. Kimmorley
Laura S. Gregory
Mikaela S. Reynolds
Date Added:
06/25/2023
Anatomical Variation: An Australian and New Zealand Context
Conditional Remix & Share Permitted
CC BY-NC
Rating
0.0 stars

Short Description:
This textbook is designed to actively engage your exploration and critical analysis of human anatomical variation in an Australian and New Zealand context. Understanding anatomical variation is essential for all health professionals to avoid patient misdiagnosis such as confusing a natural variant with a pathology, minimise surgical or procedural errors that may occur if variations are unexpected, and ultimately improve patient outcomes by applying culturally safe practices. Research in anatomical variation has demonstrated significant differences in phenotypic expression of variants between and within geographic, ancestral and socioeconomic populations, as well as displaying significant variance between males and females. It is therefore critical as a health professional to understand anatomical variation in the context of the population you intend to practice in. This textbook compiles this critical information into an easy to read summary of the range and frequency of anatomical phenotypes in Australian and New Zealand patients by drawing from contemporary anatomical science research. Anatomical variation of Aboriginal, Torres Strait Islander and Māori peoples has also been highlighted where research is available.

Long Description:
The anatomy of our outwardly facing physical appearance exhibits great diversity between individuals, from different eye, skin and hair colour to the size of our feet and our height. However, it is less known whether our anatomy differs beneath the surface… is the anatomy of the internal organs the same between individuals? Most textbooks would like you to think so with simplified standard descriptions of human anatomy such as the lung lobes and fissures, aortic arch branches and bone numbers. But this eBook is different. Here we build your understanding of the scope and clinical importance of human anatomical variation to improve your clinical skills as a health professional or biomedical scientist.

Anatomical variation is described as the differences in macroscopic morphology (shape and size), topography (location), developmental timing or frequency (number) of an anatomical structure between individuals. It presents during embryological or subadult development and results in no substantive observable interruption to physiological function. Every organ displays an array of anatomical phenotypes, and for these reasons the anatomy of each person is considered a variant. Understanding anatomical variation is essential for all health professionals to avoid patient misdiagnosis such as confusing a natural variant with a pathology, minimise surgical or procedural errors that may occur if variations are unexpected, and ultimately improve patient outcomes by applying culturally safe practices.

This textbook is designed to actively engage your exploration and critical analysis of human anatomical variation in an Australian and New Zealand context. Research in anatomical variation has demonstrated significant differences in phenotypic expression of variants between and within geographic, ancestral and socioeconomic populations, as well as displaying significant variance between males and females. It is therefore critical as a health professional to understand anatomical variation in the context of the population you intend to practice in. This textbook compiles this critical information into an easy to read summary of the range and frequency of anatomical phenotypes in Australian and New Zealand patients by drawing from contemporary anatomical science research. Anatomical variation of Aboriginal, Torres Strait Islander and Māori peoples has also been highlighted where research is available.

The textbook is organised to complement your health science studies by developing your depth of understanding to address three critical themes in anatomical variation: Theme 1: Categorise and describe a range of anatomical variation within the human body. Theme 2: Theorise the implications of anatomical variation on patient outcomes and in professional contexts. Theme 3: Investigate the process of anatomical variation formation and its potential causes.

Each chapter employs a multimodal and active learning approach using text and video summaries of key information, checkpoint quizzes, interactive images, clinical and professional discussion activities, and recommended readings. In this way, the activities in this textbook can be easily embedded into existing health science curricula to strengthen anatomical variation understanding in all health professional courses.

Word Count: 31376

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

Subject:
Anatomy/Physiology
Applied Science
Biology
Education
Health, Medicine and Nursing
Higher Education
Life Science
Material Type:
Textbook
Provider:
Queensland University of Technology
Date Added:
01/26/2024
Anatomy of an Apple (PreK - 1st Grade) Agricultural STEM Activity
Conditional Remix & Share Permitted
CC BY-SA
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In this place-based lesson, students will dissect an apple fruit to learn more about its different parts. Includes activity instructions, extension activities, songs and rhymes, anatomy of an apple student worksheet, and sink or float student worksheet.

NGSS: K-ESS3-1, 1-LS1-1

Time: 30 minutes

Materials: "Apples Grow on Trees" or other book about apples, knife, cutting board, at least three apples, apple parts tray, and apple dissection worksheet.

Subject:
Agriculture
Career and Technical Education
Education
Elementary Education
Material Type:
Activity/Lab
Lesson Plan
Author:
Columbia Gorge STEM Hub
Date Added:
08/06/2020
And The Number Is
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"Students create their own Mystery Numbers by giving clues about the name, value, and multiples of the digits which comprise the number." from Beacon Learning.

Subject:
Education
Mathematics
Material Type:
Activity/Lab
Interactive
Lecture Notes
Lesson Plan
Provider:
Florida Center for Research in Science, Technology, Engineering, and Mathematics
Provider Set:
iCPALMS: A Standards-based K-12 Resources and Tools Pathway
Author:
Beacon Learning Center
Date Added:
03/18/2009
Android:Kotlin/Everywhere
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CC BY-SA
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Welcome to the Android developer guides. The documents listed in the left navigation teach you how to build Android apps using APIs in the Android framework and other libraries.

Subject:
Applied Science
Career and Technical Education
Computer Science
Education
Educational Technology
Engineering
Information Science
Material Type:
Lecture Notes
Reading
Unit of Study
Date Added:
08/28/2019
Animal Cell Meiosis Animation
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Meiosis is important in assuring genetic diversity in sexual reproduction. Use this interactive animation to follow Meiosis I (reduction division) and Meiosis II in a continuous sequence or stop at any stage and review critical events.

Subject:
Education
Life Science
Material Type:
Interactive
Lesson Plan
Provider:
SMARTR
Provider Set:
SMARTR: Virtual Learning Experiences for Youth
Date Added:
11/06/2010
Animal Cell Mitosis Animation
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This animation demonstrates the stages of mitosis in an animal cell. Use the control buttons in the upper left to run the complete animation. Click on any intermediate stage (for example, Anaphase), and see a representative still frame.

Subject:
Education
Life Science
Material Type:
Interactive
Provider:
SMARTR
Provider Set:
SMARTR: Virtual Learning Experiences for Youth
Date Added:
11/06/2010
Animal Cell Puzzle
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Try your hand at assembling the following animal cell jigsaw puzzle created with an image from CELLS alive! This puzzle is 32 pieces and generally takes a few minutes to solve. Have fun!

Subject:
Education
Life Science
Material Type:
Activity/Lab
Diagram/Illustration
Provider:
SMARTR
Provider Set:
SMARTR: Virtual Learning Experiences for Youth
Date Added:
11/06/2010
Animal Fitness Lesson Plan Grades K-5
Conditional Remix & Share Permitted
CC BY-NC-SA
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In this lesson using commonly known animals such as a fox, dog and an inchworm, students enjoy learning about the movements of various animals. The teacher demonstrates how to move and be like that animal using various exercises and students follow along. Students are able to showcase their psychomotor skills in this lesson.

Subject:
Education
Material Type:
Lesson
Lesson Plan
Date Added:
07/18/2019
Animating Civic Action: Elementary Lesson - Homelessness
Unrestricted Use
CC BY
Rating
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In this Animating Civic Action lesson, from the Washington Office of Superintendent of Public Instruction and Washington State Governor's Office of the Education Ombuds, students listen to the story of Jared, a student experiencing homelessness. Students are asked to examine what it means to be homeless, to identify how homelessness affects people and to and to consider ways they can act to take action against homelessness in their school community.

Subject:
Education
Social Science
Material Type:
Lesson
Lesson Plan
Author:
Washington OSPI OER Project
Zac Murphy
Barbara Bromley
OSPI Social Studies
Date Added:
08/11/2023
Animating Civic Action: Elementary Lesson - Stereotyping
Unrestricted Use
CC BY
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In this Animating Civic Action lesson, from the Washington Office of Superintendent of Public Instruction, students listen to the story of Esther, a student refugee, about her experience in school. Students are asked to examine what it means to stereotype others, and to consider ways they can act to make their community more welcoming and inclusive.  

Subject:
Education
Social Science
Material Type:
Lesson
Lesson Plan
Author:
Jerry Price
Barbara Bromley
Leslie Heffernan
Washington OSPI OER Project
Barbara Soots
OSPI Social Studies
Date Added:
03/20/2023