Week 2.6: Biases and Papers#
This week will focus on two slightly separate but equally important aspects of science: Bias and paper writing. The first is Bias—unconscious or otherwise. We all have biases shaped by our neurodevelopement—culture, language, experiences. As scientists, we strive to be objective, but the reality is that we very rarely are. In this workshop, we will discuss how to be aware of our biases and what we might want to do to shape them in the way we want. And why it matters. Biases influence which theories we believe; what papers get published and how scientific theory changes. This becomes even bigger when considering AI. The second part of this week is a dive into scientific paper writing. What should be included in a paper? what are the various parts of a paper?, and what is the process to follow in order to write a publishable paper? Components this week are:
Monday:
Science Spotlights
Wednesday:
Workshop: Paper Writing
Workshop: Unconscious Bias – in Science and Personal#
People make judgements about other people, themselves, their environment and about science. Besides objective facts, there is a whole range of additional factors the influence our judgements and decisions. These factors include culture, identity, values, human nature, etc. We call these factors biases. The influence and impacts of these biases in our decisions are stronger when they are unexamined and unchallenged. On some level, biases are unavoidable, examining and challenging our biases often leads to better decisions and, consequently, better science. Who is in control of our decisions—our intellect and values or our biases?
Key Concepts#
Types of Cognitive biases (so many ways to categorize them)
Overconfidence
Self-serving
Herd Mentality
Loss Aversion
Framing Bias
Narrative fallacy
Anchoring Bias
Confirmation Bias
Cultural and values based
Types of Unconscious Biases
Race
Gender
Religion
Culture
Age
Disabilities
Key Concepts#
Understanding different types of biases
The ways it affects who is in science
The ways it affects what is in science
And the ways it affects how we do science.
Our own role in understanding biases
How to counteract them
Relevant Learning Goals#
Collaboration
Communication
Research process
Reflection
Workshop: Paper Writing#
In this hands-on workshop, students will work on their research paper. At the same time, we will discuss and apply guidelines and strategies for writing clear papers on three levels:
macro-level (the function and ingredients of the most important sections, how to create coherence between main objective and main conclusion)
meso-level (creating a flow on a paragraph level, making sure that steps in the storyline are well-connected and easily understood by readers)
micro-level (writing clear, concise, correct and attractive sentences; discussing common style and language issues in academic English)
At the end of the workshop, students will have written parts of their paper and have determined a strategy for finishing their (draft) paper.
Key Concepts#
Elements of a research paper
Scientific storyline (section and paragraph level)
Academic style and language
Relevant Learning Goals#
Communication
Group Activity of the Week#
Keep on researching and reading and writing. Check how your biases are affecting your research and if that’s the decision you want.
Make a writing plan for how you’ll finish your paper.
Discussion Questions#
Why do we worry about biases?
Where do they start?
What effect has bias had in science broadly speaking? What are some examples?
Do people make rational decisions?
Can we actually change our biases?
How are biases showing up in our projects?
Weekly Submitted Assignments#
Group#
Hand in the writing plan for your paper:
Which tasks need to be done?
Which deadlines have you set?
Who will take up which writing task?
How will you edit and evaluate each other’s work?
Individual#
What kinds of biases do you most struggle with? What strategies do you plan to use going forward to control their effect?
References#
What Is Unconscious Bias (And How You Can Defeat It) | Psychology Today
What is Unconscious Bias? — Unconscious Bias Project
Implicit Bias in STEM | Academic Affairs & Diversity (columbia.edu)
How Implicit Bias and Lack of Diversity Undermine Science - Scientific American Blog Network
Silyn-Roberts, H. (2013). Writing for Science and Engineering. 2nd ed. Elsevier. Available here (if required, login using your TU Delft NetID).