Mathematical Relationship

A mathematical relationship is an equation or quantitative rule that connects variables, allowing one measured or known quantity to be calculated from others and making scientific patterns testable. In chemistry, these relationships arise when conserved atoms, charge, energy, or experimentally observed behavior are expressed through equations, such as stoichiometric ratios, gas laws, equilibrium expressions, rate laws, and the Beer-Lambert law. Chemists use them to convert between mass and moles, predict concentrations and reaction rates, interpret spectra, assess experimental data, and evaluate whether results agree with a proposed model. Understanding the assumptions, units, and limits of each relationship is essential for reliable chemical analysis and prediction.

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JoVE Lab Manual - Biology

Evolutionary Relationships - Concepts

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2019

Humans have been attempting to properly classify living things since Aristotle made the first attempt during the 4th century BC. Aristotle’s system was improved upon during the Renaissance and then, subsequently, by Carolus Linnaeus in the mid 1700’s. These more formal classification and organization systems grouped species by their physical similarity to one another. For example, all vertebrates have a backbone, but invertebrates do not. Traits like the backbone are called synapomorphies,...

The Mathematics of Equilibrium

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2024

Consider the market for compact cars as an example, where 'P' stands for the price of a compact car in thousands of dollars. We can model the quantity demanded (Qd) and quantity supplied (Qs) with the following linear equations: Quantity Demanded for Compact Cars: Qd = 60−3P Quantity Supplied for Compact Cars: Qs = 20+2P At market equilibrium, Qd = Qs. By setting these two equations equal to each other, we can solve for 'P', the equilibrium price: 60−3P = 20+2P Solving this equation gives us...

Mathematical Induction

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2025

Mathematical induction is a structured method of proof used to confirm the truth of statements involving natural numbers. Consider the sum of the first n natural numbers:This formula describes a pattern that appears to hold true as more terms are added. To verify that it is valid for all natural numbers, mathematical induction proceeds in two essential steps. The first is the base case, where the formula is tested for the initial value, typically n = 1. Substituting into both sides confirms the...

Relationship Formation

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2020

What do you think is the single most influential factor in determining with whom you become friends and whom you form romantic relationships? You might be surprised to learn that the answer is simple: the people with whom you have the most contact. This most important factor is proximity. You are more likely to be friends with people you have regular contact with. For example, there are decades of research that shows that you are more likely to become friends with people who live in your dorm,...

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JoVE Core - Pharmacokinetics and Pharmacodynamics
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Fundamental Mathematical Principles in Pharmacokinetics: Mathematical Expressions and Units

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2024

Mathematical principles play a crucial role in pharmacokinetics, providing a framework for understanding and quantifying drug distribution and elimination dynamics in the body. By utilizing mathematical expressions and units, pharmacologists can accurately characterize the behavior of drugs, optimize dosing regimens, and predict therapeutic outcomes. One significant application of mathematics in pharmacokinetics is the characterization of drug distribution through the volume of distribution...

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