Science Advanced Free Analysis

Science needs disagreement. What makes some disagreement useless?

Collin Rice, Kareem Khalifa · Aeon November 3, 2025 19 min read ~3800 words

Why Read This

What Makes This Article Worth Your Time

Summary

What This Article Is About

Philosophers Collin Rice and Kareem Khalifa introduce the concept of “valuable misunderstandings”—scientific errors that, when properly corrected through robust processes, advance knowledge more effectively than consensus alone. Using the historical example of Lord Kelvin’s incorrect estimate of Earth’s age, which challenged Darwin’s evolutionary theory, they demonstrate how even wrong ideas can drive progress when scientific communities respond by developing new methodologies, testing alternative hypotheses, and discovering radioactive dating techniques.

The authors distinguish valuable misunderstandings from science denialism, arguing that the chief sin of deniers is clinging to misunderstandings long after corrective processes have exhausted their value. They critique the overemphasis on scientific consensus, proposing instead that a community’s health should be measured by its capacity to transform disagreement into understanding through transformative criticism. This framework has practical implications: it suggests science communication should focus less on consensus and more on demonstrating how scientists grapple with dissent, while defunding scientific institutions poses a graver threat than science denial because it dismantles the corrective mechanisms essential to progress.

Key Points

Main Takeaways

Valuable Misunderstandings Drive Progress

Scientific errors can advance knowledge when communities respond with rigorous corrective processes that develop new methods and theories.

Understanding Requires Explanatory Depth

True understanding involves grasping not only what actually caused a phenomenon but also what could have caused it.

Denialism Means Expired Value

Science deniers perpetuate misunderstandings long after corrective processes have exhausted their potential to generate new insights.

Consensus Is Not the Goal

Scientific health depends on robust corrective mechanisms, not consensus—which can result from groupthink or resistance to alternatives.

Defunding Threatens Science More

Cutting funding for scientific institutions dismantles corrective mechanisms, posing a graver danger than individual science deniers.

Communication Should Show Process

Public trust builds when science communication demonstrates how scientists transform disagreement into understanding, not just consensus results.

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Article Analysis

Breaking Down the Elements

Main Idea

Corrective Processes Over Consensus

The article’s central thesis is that scientific progress depends not on achieving or maintaining consensus, but on communities’ ability to transform misunderstandings into understanding through robust corrective processes. This matters because it reframes debates about science denialism, shifting focus from the deniers themselves to whether scientific institutions maintain mechanisms for productive disagreement, and challenges the conventional wisdom that consensus-building should be science’s primary goal.

Purpose

Reframing Science Communication

Rice and Khalifa advocate for a philosophical reconceptualization of how we understand scientific progress, trust, and disagreement. They aim to provide scientists, policymakers, and educators with a framework that explains when disagreement is productive versus destructive, justifies public trust in science without relying on consensus narratives, and demonstrates why defunding poses existential threats to scientific enterprise.

Structure

Historical Case → Philosophical Framework → Contemporary Applications

The essay opens with the Kelvin-Darwin disagreement as a vivid historical example, then builds a philosophical apparatus defining understanding, misunderstanding, and corrective processes while engaging Mill and Longino’s work. It applies this framework to contemporary issues including vaccine skepticism, science communication, and institutional funding, concluding with prescriptive recommendations for scientists, politicians, educators, and journalists.

Tone

Analytical, Measured & Constructively Critical

The authors adopt a philosophical analytical tone when developing conceptual frameworks, become measured and nuanced when distinguishing valuable misunderstandings from denialism, and shift to constructively critical when addressing defunding threats and communication failures. They avoid polemics against science deniers while maintaining intellectual rigor, demonstrating the epistemic humility they advocate.

Key Terms

Vocabulary from the Article

Click each card to reveal the definition

Denialism
noun
Click to reveal
The rejection of well-established scientific claims despite overwhelming evidence, typically driven by ideology or motivated reasoning.
Prescient
adjective
Click to reveal
Having knowledge of events before they occur; showing foresight or awareness of future developments.
Adroit
adjective
Click to reveal
Clever or skillful in using the hands or mind; showing resourcefulness and dexterity in handling situations.
Paradigmatic
adjective
Click to reveal
Serving as a typical example or pattern of something; representing the most characteristic or quintessential instance.
Stockpile
noun
Click to reveal
A large accumulated supply of goods, materials, or resources kept in reserve for future use.
Pernicious
adjective
Click to reveal
Having a harmful effect in a gradual or subtle way; insidiously destructive or deadly.
Fetishising
verb
Click to reveal
Making something the object of excessive or irrational devotion; attributing unwarranted importance or reverence to something.
Epistemic
adjective
Click to reveal
Relating to knowledge or the degree of its validation; concerning how we know what we know.

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Tough Words

Challenging Vocabulary

Tap each card to flip and see the definition

Palaeontologists pay-lee-on-TAH-luh-jists Tap to flip
Definition

Scientists who study the history of life on Earth through the examination of plant and animal fossils.

“Physicists, geologists and palaeontologists began developing novel methods for using radioactive decay and half-life to date the planet.”

Fluky FLOO-kee Tap to flip
Definition

Obtained or achieved more by chance than skill; accidental or lucky rather than deliberate.

“The correction isn’t fluky: the person doing the correcting has the aim of transforming a misunderstanding into something that improves understanding.”

Maleficence muh-LEF-ih-sence Tap to flip
Definition

The quality of being harmful, evil, or causing injury; the doing of evil or mischief.

“They were free to ignore his exotic ideas about gravity’s maleficence when carrying out their research.”

Propounded pruh-POWN-ded Tap to flip
Definition

Put forward an idea, theory, or point of view for consideration or discussion; proposed formally.

“Mill is focused on cases in which a single individual comes to better understand their position by identifying reasons to favour it over alternatives propounded by others.”

Valorise VAL-uh-ryze Tap to flip
Definition

To give value or validity to something; to enhance the worth, importance, or status of something.

“This isn’t to say valuable misunderstandings valorise disagreements come what may.”

Nefarious neh-FAIR-ee-us Tap to flip
Definition

Wicked, villainous, or criminal in nature; extremely immoral or malicious in intention.

“Those who worry about a ‘war on science’ frequently point to badly behaving individuals or groups who contradict a scientific consensus for some nefarious or irrational purpose.”

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Reading Comprehension

Test Your Understanding

5 questions covering different RC question types

True / False Q1 of 5

1According to the article, Roger Babson’s misunderstanding of gravity qualifies as a valuable misunderstanding because it led to scientific advances in gravitational research.

Multiple Choice Q2 of 5

2How do the authors define deeper understanding of a phenomenon?

Text Highlight Q3 of 5

3Which sentence best captures the authors’ main criticism of focusing too heavily on scientific consensus?

Multi-Statement T/F Q4 of 5

4Evaluate the following statements about the authors’ view on vaccine skepticism:

Initial public concerns about vaccine safety constituted a valuable misunderstanding that advanced scientific understanding.

The scientific community effectively responded to vaccine-autism concerns through hypothesis testing and alternative explanations.

The authors support Robert F. Kennedy Jr.’s call for additional vaccine safety testing as an example of valuable misunderstanding.

Select True or False for all three statements, then click “Check Answers”

Inference Q5 of 5

5What can be inferred about the authors’ view on the relationship between scientific expertise and public trust?

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FAQ

Frequently Asked Questions

First, the person doing the correcting doesn’t perpetuate the misunderstanding. Second, the correction isn’t accidental—the corrector actively aims to transform misunderstanding into understanding. Third, the process must consist of reasoning and methods that reliably transform misunderstandings. Fourth, it’s open-ended enough that future investigations might reveal additional misunderstandings requiring correction. These criteria distinguish valuable misunderstandings from cases where errors merely happen to lead to progress, like Roger Babson’s gravity research foundation where recipients ignored his actual misunderstanding.

While Mill appreciated that understanding requires adjudicating between alternative explanations, he focused primarily on individual understanding—a single person improving their position by considering alternatives proposed by others. The Kelvin case doesn’t work this way: Kelvin himself didn’t improve his understanding through corrective responses, and the phenomena involved (Earth’s age, natural selection, radioactive decay) aren’t naturally glossed as alternatives to each other. This suggests Mill’s picture underestimates the richness and versatility of corrective processes, which can advance understanding across different phenomena and through community-level rather than individual-level mechanisms.

The authors acknowledge their corrective processes as “proud descendants” of Longino’s transformative criticism—critiques with social processes ensuring uptake and revision of claims. However, they note important differences: Longino sees transformative criticism as defining objectivity rather than understanding, while the authors focus specifically on understanding why phenomena occur. Additionally, Longino’s view centers on scrutinizing values and background assumptions from multiple perspectives, whereas valuable misunderstandings involve correcting mistaken explanations. Despite these differences, both emphasize that well-functioning intellectual communities require robust mechanisms for engaging diverse opinions.

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This article is rated as Advanced level. It presents sophisticated philosophical arguments requiring readers to track abstract concepts (understanding, misunderstanding, corrective processes) through multiple examples and applications. The piece demands facility with philosophical discourse, ability to distinguish subtle conceptual differences (valuable misunderstandings versus causal chains, consensus versus corrective processes), and capacity to apply theoretical frameworks to contemporary policy debates. Readers must synthesize historical cases, philosophical analysis, and practical implications while navigating dense academic prose with specialized vocabulary from philosophy of science. This level suits graduate students and professionals comfortable with theoretical argumentation.

Scientific institutions are where corrective processes primarily occur. Defunding—such as Kennedy’s cancellation of nearly $500 million from mRNA vaccine studies—directly undermines science’s mechanisms for transforming dissent and misunderstanding into new understanding, evidence, and truth. By contrast, as long as corrective processes remain in place, denials can be handled and potentially transformed into valuable misunderstandings. The argument positions institutional capacity as more fundamental than individual beliefs: a well-functioning scientific infrastructure can productively engage even bad-faith denialism, while defunding destroys the very machinery that makes scientific progress possible regardless of what critics believe.

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