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Lecture: Understanding Science

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Drew LaMar onto Timeline

Lab: Introduction to R, RStudio, and RMarkdown

  1. Download and install R on your laptop (http://cran.at.r-project.org/)
  2. Download and install RStudio on your laptop (https://www.rstudio.com/home/)
  3. Complete the following two OpenIntro Statistics labs:
  4. Read the following sections of the OpenIntro Statistics book:  1.1-1.3, 1.6-1.7 (this will help with the Introduction to Data lab)

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Lecture: Introduction and Overview of Course

Download  Syllabus

Download  Essay to students about the fallacy of fixed math ability

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Drew LaMar onto Timeline

Toward 'hybridised' faculty development for the twenty-first centry: blending online communities of practice and face-to-face meetings in instructional and professional support programmes

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Researching the community of inquiry framework: Review, issues, and future directions

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&quot; /&gt;&lt;/p&gt;</pre>

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How blended learning can support a faculty development community of inquiry

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Epidemics: Modelling with mathematics

The following are resources for disease modeling dynamics that are age appropriate for upper middle school, high school, and undergraduate. There are hands-on activities such as disease on networks.

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Carrie Diaz Eaton onto SMB/ECMTB presentations

Mathematical Modeling in Systems Biology: An Introduction

by Brian P. Ingalls

Chapters Used:

  • Chapter 1: Introduction
  • Chapter 2: Modeling of Chemical Reaction Networks
  • Chapter 3: Biochemical Kinetics
  • Chapter 4: Analysis of Dynamic Mathematical Models
  • Chapter 5: Metabolic Networks
  • Chapter 6: Signal Transduction Pathways
  • Chapter 7: Gene Regulatory Networks

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Drew LaMar onto Books

Fundamentals of Molecular Evolution

by Dan Graur and Wen-Hsiung Li

Chapters Used:

  • Chapter 2: Dynamics of Genes in Populations

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Drew LaMar onto Books

Agent-Based and Individual-Based Modeling: A Practical Introduction

by Steven F. Railsback and Volker Grimm

Chapters Used:

  • Chapter 1: Models, Agent-Based Models, and the Modeling Cycle
  • Chapter 2: Getting Started with NetLogo
  • Chapter 3: Describing and Formulating ABMs:  The ODD Protocol
  • Chapter 4: Implementing a First Agent-Based Model
  • Chapter 5: From Animations to Science
  • Chapter 6: Testing Your Program
  • Chapter 7: Introduction to Part II
  • Chapter 8: Emergence

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Drew LaMar onto Books

OpenIntro Statistics

by David M Diez, Christopher D Barr, and Mine Çetinkaya-Rundel

Chapters Used:

  • Chapter 1: Introduction to Data
  • Chapter 4: Foundations of Inference
  • Chapter 7: Introduction to Linear Regression
  • Chapter 8: Multiple and Logistic Regression

 

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Drew LaMar onto Books

Model Based Inference in the Life Sciences

by David R. Anderson

Chapters Used:

  • Chapter 1:  Introduction: Science Hypotheses and Science Philosophy
  • Chapter 2:  Data and Models
  • Chapter 3:  Information Theory and Entropy
  • Chapter 4:  Quantifying the Evidence About Science Hypotheses

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Drew LaMar onto Books

Timeline

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Drew LaMar onto Timeline

What we say is not what we do: Effective Evaluation of Faculty Professional Development Programs

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Enabling a culture of change: a life science faculty learning community promotes scientific teaching

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&quot; /&gt;&lt;/p&gt;</pre>

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Post Vision and Change: Do we know how to change?

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Preliminary categorization of literature promoting change in undergraduate STEM

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Beyond dissemination in college science teaching: An introduction to four core change strategies

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The ASM-NSF Biology Scholars Program: An Evidence-Based Model for Faculty Development

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Intro to the QUBES IME (Interdisciplinary Mathematics Education) group

Here is the ppt walkthrough of QUBES for communication and project management.

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Carrie Diaz Eaton onto ICME13 TSG22 presentatations

QUBES Poster Eaton TSG 22

This is the poster for QUBES presented by Dr. Carrie Diaz Eaton at the ICME13 Poster session for TSG 22.

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Carrie Diaz Eaton onto ICME13 TSG22 presentatations

International congress on mathematics education

Please note that TSG 22:Interdisciplinary Mathematics education has both posters and proceedings available on the ICME website.

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Implementing Demongraphy from Cememtery module (with a field trip!) in large-enrollment general ecology course

 

Institution/institution type:  University of Texas- Rio Grande Valley;  Large Primarily Undergraduate Institution; Hispanic Serving Institution

Course/Course format:  Ecology (BIOL 3409)-Upper division elective, Lecture/Lab

TIEE Module:  Cemetery Module

Quantitative skill focus: Data collection, presentation, and interpretation

I implemented the Demography from Cemeteries module in an upper level ecology course this past spring.  Although this is an upper level required course within the Biology Department  only prerequisites are basic biology and anatomy.   Preliminary assessment of the enrolled students suggest that they are not quantitatively grounded, many (66%) having yet not taken basic statistics or advanced math.  A majority (>50%) of the students were pre-med students.  As such, the course was a general course that focused on specific knowledge, skills, and abilities that help students with a better understanding and appreciation of how specific ecological concepts can be applied towards a better understanding of their world. 

The class had a total of 100 students enrolled--maxed out with four lab sections with 25 students each.  The class was in lecture-discussion format, meeting twice per week for 75 minutes each, and included a weekly lab of 2.5 hours. 

In general, the course was arranged in 10 discrete modules over the course of the 16 week semester.  The modules ranged from one to two class weeks, and ranged in topics from evolutionary ecology, biogeography, and in the example of this module, life history.  The primary objectives of this module was to develop skills in data collection, using the data to draw survivorship curves and build life tables to better understand life histories and survivorship in local human populations . Other objectives included familiarity with Excel in a scientific context, experience in selecting a data set, formulating and addressing questions .

The learning objectives for this module were as follows:

Knowledge

Life Cycles and Life History

Life Tables and Survivorship Curves

Skills

Collect and graph field data (excel)

Presentation skills (oral)

Teamwork skills

Attributes

General understanding of the differences of life history of different populations

Ability to apply this understanding to other organisms and in different contexts

The subject of life history was addressed across 2-1.25 hr lectures and 2-2.5 hr labs.  Students were expected to read the corresponding section in their digital textbook (Simutext).   Although it is difficult to lead an off-campus field trip (with 100 students across 4 labs), the graduate student TAs agreed to help pilot this exercise given that the cemetery was relatively close to campus.  The lab was conducted in two separate sessions:  Week 1:  a field trip  to a local cemetery located less than 2 miles from campus , and Week 2: short presentations from each pair or three student team of students.  The lab complemented content addressed in lecture, but was facilitated by GTA's.

I adapted the materials minimally (see attached), only to include more local relevance for the students.  For example, I included details about the specific cemetery that we were to visit, and modified the instructions so that they were specific to the course format (times, etc).

This module was offered early in the course (in the first month of the semester), and introduced the skill of developing and interpreting graphs based on quantitative data.  The students practiced this skill in the first mid-term (offered soon after this module) and again in the final exam.   

Students were asked to present their graph (product) to their peers in a 5 minute oral presentation during the second week of the lab portion of this module.  Students were asked to describe their comparison of life histories of two different populations Student presentations were evaluated by TA using a rubric (attached here).  

Later in the course, students were given a midterm that included demographic data of primate populations from which they were to draw survivorship curves (graded).  There were 4 questions that followed up on the interpretation of these curves comparing populations and implications of different factors that influence survivorship and life histories.

If possible, I would explore examining the implications of larger data sets by having students pick from a set of comparisons (male vs. female, Hispanics vs. non Hispanics, etc).  In this module, I had students do more of an inquiry based approached which allowed them to make comparisons between any populiations they wanted. Limiting the choice of comparisons may better take advantage of the large class size (~100 students) to see if more data can help improve understanding of the concept of life histories and introduce the idea of sample size in data collection.

I would also modify the module to include a discussion of what might of factored in to the survivorship of folks in the past, and how would that differ from factors that influence survivorship today.  The region is infamous for the highest rates of obesity and diabetes in the country, and such a discussion may add cultural relevance to this exercise, and might add particular appeal to the majority of students who aspire to be medical professionals

I think that this module worked well for me in a large class setting, but only because I was able to take the students out to the field.  I am not sure if it would have been less impactful by using archived data, because many students really enjoyed walking around and learning about their own histories.  Some students saw graves of people of local historical importance, or even graves of possible relatives.

 

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A primer on evolutionary trees

This is a really fantastic website that I use to help students understand how to read phylogenetic trees. I think it could provide some really useful background data for this exercise, particularly the parts on unrooted trees.

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Phylogeny.fr

Phylogeny.fr is a free, simple to use web service dedicated to reconstructing and analysing phylogenetic relationships between molecular sequences. 

This tool could be used in Exploring HIV Evolution, replacing Biology Workbench.

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