Chapter 1 introduces the concept of primary research literature as the foundation of scientific knowledge, detailing its role in documenting discoveries, enabling transparency, and fostering reproducibility. It explains the structure of primary literature, particularly the IMRaD format (Introduction, Methods, Results, and Discussion), which organizes research into a logical and accessible framework. This chapter emphasizes the importance of critical reading of primary literature (CRPL) in scientific education. It highlights common challenges, such as dense jargon, assumed background knowledge, and the nonlinear structure of research articles. It also addresses the gap in formal instruction for CRPL, leaving many students unprepared to analyze essential elements such as claims, evidence, and reasoning. This chapter outlines various reading strategies, including structured frameworks like CERIC and collaborative annotation methods, such as social collaborative annotation (SCA), to enhance CRPL skills. These approaches aim to help students engage deeply with research articles, overcome comprehension barriers, and contribute effectively to scientific discourse.

Chapter 14 explores the integration of CERIC with generative artificial intelligence (GenAI) tools, discussing both positive aspects of cognitive off-loading and reading/writing development and challenges in avoiding overreliance while ensuring comprehension and ethical practice. This chapter begins by defining GenAI and its relevance to academic research, then delves into how CERIC and GenAI interact, highlighting both benefits and limitations. It presents a case study comparing the outcomes of a GenAI (Humata.ai), and CERIC in identifying a paper’s central argument. This chapter further discusses the integration of GenAI into CERIC review exercises, examining the benefits of cognitive off-loading and the potential for enhancing learning while avoiding cheating. It also covers selecting and applying appropriate GenAI tools in CERIC reviews. Various case studies illustrate the practical application of CERIC and GenAI with the potential for improving critical reading skills.

Chapter 4 focuses on the second CERIC element, the Evidence. Evidence is the main “input” of a research study and can include data, test results, measurements, and observations that provide the foundation for the Claim. Evidence can also include theoretical inputs, such as models and simulations, that may be compared to data. Evidence can be quantitative or qualitative and is typically found in the methods section of a research article, in tables, and in charts. This chapter provides several examples to illustrate how to identify the Evidence in research papers across disciplines.

Chapter 5 explores the CERIC element of Reasoning, providing a structured approach to analyzing reasoning in research articles. It distinguishes reasoning from evidence, highlights logical flow, and identifies gaps in argumentation. This chapter begins by defining reasoning and its significance, then examines various types and strategies used across disciplines. To build a foundational understanding, it first illustrates reasoning with everyday examples – such as exercising for mental health – before connecting these to the Toulmin et al. (1984) model, demonstrating how Claims, Evidence, Reasons, Support, Uncertainties, and Limitations function together. Through real-world scenarios in fields such as healthcare diagnostics and climate science, this chapter clarifies deductive, inductive, and abductive approaches, emphasizing their roles in different research contexts. Additionally, this chapter discusses how evidence, models, accuracy, precision, and flexibility interact with reasoning, underscoring the importance of transparent and well-structured logic in scientific discourse. It concludes with examples of reasoning styles from diverse research articles, reinforcing logical and analytical thinking in advancing scientific knowledge.

Chapter 8 provides a framework for conducting CERIC Reviews of research articles, synthesizing previous chapters’ approaches to identifying and analyzing Claims, Evidence, Reasoning, Implications, and Context. It discusses the purpose and scope of the CERIC Review and presents a basic review template to scaffold the organization and evaluation of these elements, with suggestions on how to capture information efficiently through ethically paraphrased notes. This chapter then describes ways of improving CERIC reviews, including identifying CERIC elements, dealing with articles with confusing terminology or structure, tailoring reviews to specific article types, and knowing when reviews are sufficient. This chapter also describes how to build on individual CERIC Reviews to generate narrative summaries of individual articles and construct personal libraries of CERIC Reviews for reference. A worked example using the CERIC Review Basic Template is provided, as well as guidance for instructors in creating evaluation rubrics and giving feedback on CERIC Reviews in the classroom environment.

Chapter 7 focuses on the last CERIC element, the Context, which defines a research study’s relevance, motivation, and scope. This chapter begins by defining Context as the existing body of past work that contextualizes the present study. A significant focus is on identifying the driving question or problem of research (i.e., “the gap” or rationale) and illustrating how it shapes the overall Context of the current study. Context is generally found in the introduction section of a research article but may also appear in various locations to motivate aspects of evidence, reasoning, and implications. This chapter discusses the challenge of determining the appropriate amount of context, dealing with the jargon trap common to Context, and showcases examples of well-contextualized research. This chapter also explores how to distinguish Context from Evidence and provides techniques for detecting and addressing missing Context.

This chapter looks at the way in which weather has and does affect us, specifically establishing weather as both a productive and destructive force, but also ultimately as an indifferent force. It covers some of the moral categories that go into our assessment of impacts. It also examines our efforts to quantify the impacts, as well at some of the less obvious qualitative shaping effects of weather. Specifically, it challenges the idea of “climate determinism” or “environmental determinism.” The upshot of this chapter is that weather isn't just an event-causing force but a force that affects us; and that inasmuch as it affects us, weather carries good and bad valences that we evaluate and build our lives around.

It is a standing joke in academia that some of the worst undergraduate papers begin with the phrase “Since the beginning of time … ” and then go downhill from there. I easily could’ve started this book off the same way. “Since the beginning of time, people have been talking about weather … ” But in this instance at least, people actually have been talking about weather since the beginning of time – seriously, likely at least since the moment that we could begin talking about anything – and they have been conjecturing and hypothesizing about how weather will affect them. All this to say, I can’t purport to give a comprehensive overview of everything that’s ever been said in a short book like this.

This chapter discusses the various ways in which we've struggled to fight against or live with the weather. It frames this discussion as an exploration of dispositional attitudes and suggests that the moral valence of weather is in part a consequence of the technologies and policies we have developed to mitigate risk. Roofs, gutters, aqueducts, pumps, shades, fabrics, paints, umbrellas, parasols, and sunscreen have all done considerable work to dampen or amplify the impacts of weather on our lives. It also reflects on the three historically significant agricultural revolutions and ties them into the emergence of technologies and policies that we have used to intervene with weather. These technical innovations have themselves also shaped whole economies, transformed cities, and affected the physical landscape in which we live. It stresses in particular how contemporary theorists have sought to capture weather as one of many “ecosystem services,” an actuarial abstraction that further reframes weather, not as an unending cascade of unpredictable hazards, but instead as a gift of free services from nature. In the end, it suggests that this transforms our relationship to weather almost entirely into impact terms. The primary purpose of this chapter is to make a practical point: that weather presents a kind of ongoing, forever-looming natural hazard, but as we've been able to soften the blow of weather through practical and technical means, we have changed how we live and how we view weather.