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Chapter 18: Multiple explanatory variables

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Chapter 18: Multiple explanatory variables

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Chapter 17: Regression (cont'd)

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Building Successful Online Communities: Evidence-Based Social Design

Overview from the publishers web site. 

Online communities are among the most popular destinations on the Internet, but not all online communities are equally successful. For every flourishing Facebook, there is a moribund Friendster—not to mention the scores of smaller social networking sites that never attracted enough members to be viable. This book offers lessons from theory and empirical research in the social sciences that can help improve the design of online communities.

The authors draw on the literature in psychology, economics, and other social sciences, as well as their own research, translating general findings into useful design claims. They explain, for example, how to encourage information contributions based on the theory of public goods, and how to build members’ commitment based on theories of interpersonal bond formation. For each design claim, they offer supporting evidence from theory, experiments, or observational studies.

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Chapter 17: Regression

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Chapter 17: Regression

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Chapter 16: Correlation between numerical variables

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Correlation between numerical variables

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The analysis of variance (Part III)

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Pam Bishop's talk on assessing networks at the RCN-UBE Summit

Pam Bishop of NIMBioS gave a talk on network assessment at the RCN-UBE Summit in Washington, DC, January 2016.  The slides in PDF form are attached.

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Chapter 15: The analysis of variance

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The analysis of variance

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The analysis of variance (Part II)

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Handling violations of assumptions (cont'd)

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Chapter 13: Handling violations of assumptions

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T2R38 taste receptor polymorphisms underlie susceptibility to upper respiratory infection

Innate and adaptive defense mechanisms protect the respiratory system from attack by microbes. Here, we present evidence that the bitter taste receptor T2R38 regulates the mucosal innate defense of the human upper airway. Utilizing immunofluorescent and live cell imaging techniques in polarized primary human sinonasal cells, we demonstrate that T2R38 is expressed in human upper respiratory epithelium and is activated in response to acyl-homoserine lactone quorum-sensing molecules secreted by Pseudomonas aeruginosa and other gram-negative bacteria. Receptor activation regulates calcium-dependent NO production, resulting in stimulation of mucociliary clearance and direct antibacterial effects. Moreover, common polymorphisms of the TAS2R38 gene were linked to significant differences in the ability of upper respiratory cells to clear and kill bacteria. Lastly, TAS2R38 genotype correlated with human sinonasal gram-negative bacterial infection. These data suggest that T2R38 is an upper airway sentinel in innate defense and that genetic variation contributes to individual differences in susceptibility to respiratory infection.

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Handling violations of assumptions

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Demo of the Primate Life History Database

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

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The Primate Life History Database: a unique shared ecological data resource

This paper details the creation of the primate life history database that was used in the Bronikowski et al. Science paper by which underlies the "Survivorship in the Natural World" module.

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Essay to students about the fallacy of fixed math ability

This is a short essay I wrote in 2014 to share with my students, after hearing the inevitable "I'm not good at math." as a reaction to some quantitative topics in class.  I hope that it is not too preachy, but rather points students to think in a different way about math ability.   It was (seemingly) well-received by freshmen in an intro bio course.  Perhaps it could be used to start an in-class discussion about math ability, how to approach one's own academic "weaknesses", and the "growth" mindset....  (more on the growth mindset here: http://www.mindsetworks.com/webnav/whatismindset.aspx)

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Data Nuggets - Bringing Real Data into the Classroom to Unearth Students' Quantitative & Inquiry Skills

Data Nuggets are narratives about real research, featuring the principal scientist, that include data students can analyze.   Right now they are aimed at K-12 students, but many topics covered are taught in college courses, and there is no limit to what mathematical or statistical concepts could be added.

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CATALST - Change Agents for Teaching and Learning Statistics

From the project website: "This project uses the acronym CATALST (Change Agents for Teaching and Learning Statistics) to represent the goal of accelerating change in the teaching and learning of statistics. The changes we are working towards are in both content and pedagogy. Our focus is the first, introductory, non-calculus based statistics course. This project was funded from 2008–2012 to develop curriculum materials, lesson plans, and corresponding student assessments."

"The CATALST curriculum consists of three units: (1) Chance Models and Simulation, (2) Models for Comparing Groups, and (3) Estimating Models Using Data. Activities are built on ideas of modeling and simulation, with “the core logic of inference” as the foundation (Cobb, 2007, p. 13). When applied to randomized experiments and random samples, Cobb refers to this logic as the “three Rs”: randomize, repeat, and reject. The CATALST project generalized this logic for a broader simulation-based approach to inference as follows:

  • Model: Specify a model that will generate data to reasonably approximate the variation in outcomes attributable to the random process—be it in sampling or assignment. The model is often created as a null model that may be rejected in order to demonstrate an effect.
  • Randomize & Repeat: Use the model to generate simulated data for a single trial, in order to assess whether the outcomes are reasonable. Specify the summary measure to be collected from each trial. Then, use the model to generate simulated data for many trials, each time collecting the summary measure.
  • Evaluate: Examine the distribution of the resulting summary measures. Use this distribution to assess particular outcomes, evaluate the model used to generate the data, compare the behavior of the model to observed data, make predictions, etc."

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statsTeachR

What is statsTeachR?

statsTeachR is an open-access, online repository of modular lesson plans, a.k.a. "modules", for teaching statistics using R at the undergraduate and graduate level. Each module focuses on teaching a specific statistical concept. The modules range from introductory lessons in statistics and statistical computing to more advanced topics in statistics and biostatistics. We are developing plans to create a peer-review process for some of the modules submitted to statsTeachR. 

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Project MOSAIC

Project MOSAIC is a community of educators working to develop a new way to introduce mathematics, statistics, computation and modeling to students in colleges and universities.

Our goal: Provide a broader approach to quantitative studies that provides better support for work in science and technology. The focus of the project is to tie together better diverse aspects of quantitative work that students in science, technology, and engineering will need in their professional lives, but which are today usually taught in isolation, if at all.

  • Modeling. The ability to create, manipulate and investigate useful and informative mathematical representations of a real-world situations.
  • Statistics. The analysis of variability that draws on our ability to quantify uncertainty and to draw logical inferences from observations and experiment.
  • Computation. The capacity to think algorithmically, to manage data on large scales, to visualize and interact with models, and to automate tasks for efficiency, accuracy, and reproducibility.
  • Calculus. The traditional mathematical entry point for college and university students and a subject that still has the potential to provide important insights to today’s students.

The name MOSAIC reflects the first letters — M, S, C, C — of these important components of a quantitative education. Project MOSAIC is motivated by a vision of quantitative education as a mosaic where the basic materials come together to form a complete and compelling picture.

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OpenIntro

OpenIntro was started with one goal in mind: create a free and open-source introductory textbook. 

The mission of OpenIntro is to make educational products that are free, transparent, and lower barriers to education.

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