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Gain

Gain is an English and denoting the acquisition or of , , or , as well as an increase in amount, , , or intensity. Etymologically, the term derives from gaynen (verb) and gain (), borrowed from gaignier ("to cultivate, earn, or secure") and influenced by gagn ("use, "), ultimately tracing to Proto-Germanic roots associated with productive labor such as or yields. In everyday usage, gain encompasses financial profit from or , territorial or competitive advances, or physiological increments like weight or speed. Specialized applications abound in technical domains: in and physics, gain quantifies signal as the logarithmic of output to input power or voltage, critical for devices like amplifiers and antennas. In and , gain-of-function research modifies organisms to enhance traits such as transmissibility or , enabling insights into mechanisms, development, and pathogen , though it has sparked debate over risks versus scientific benefits. These meanings underscore gain's core connotation of positive differential outcome, grounded in causal processes of input transformation yielding superior outputs, while highlighting contexts where unintended escalations—such as in nuclear innovation initiatives like the U.S. Department of Energy's GAIN program—demand rigorous empirical validation.

Science and Technology

Amplifier and Signal Gain

In and , gain refers to the ratio of the output signal to the input signal in an or system, quantifying the degree of . For voltage gain, it is mathematically expressed as A_v = \frac{V_{out}}{V_{in}}, where V_{out} is the output voltage and V_{in} is the input voltage; similar definitions apply to current gain (A_i = \frac{I_{out}}{I_{in}}) and (A_p = \frac{P_{out}}{P_{in}}). This measure assumes linear operation within the amplifier's specifications, as nonlinear can alter effective gain. Amplifiers achieve gain through active devices such as bipolar junction transistors (BJTs), field-effect transistors (FETs), or operational amplifiers (op-amps), which exploit principles of carrier multiplication and energy transfer from a . In a common-emitter BJT configuration, for instance, current gain (\beta or h_{fe}) typically ranges from 20 to 1000, enabling voltage amplification when combined with load resistors, as derived from the transistor's forward-active region characteristics where collector current I_C \approx \beta I_B. Op-amps, idealized as having infinite (often >10^5 in practice), provide controlled gain via in configurations like the non-inverting amplifier, where closed-loop gain is A_v = 1 + \frac{R_f}{R_g}, with R_f and R_g as feedback and gain-setting resistors, respectively; this stability arises from feedback reducing sensitivity to device variations. Signal gain is often expressed in decibels () for logarithmic scaling, facilitating analysis of cascaded systems: voltage gain in dB is $20 \log_{10} (A_v), while uses $10 \log_{10} (A_p). A gain of 1 (0 dB) indicates no , unity gain; values >1 (>0 dB) denote , and <1 (<0 dB) attenuation. In practice, maximum gain is limited by factors like thermal noise, bandwidth (per the gain-bandwidth product, e.g., 1 MHz for common op-amps), and stability margins to avoid oscillations, as quantified by phase margin in Bode plots. For example, the LM741 op-amp exhibits a typical open-loop gain of 100 dB at DC, rolling off at 20 dB/decade beyond its unity-gain frequency. In communication systems, signal gain compensates for losses in transmission paths, such as in radio frequency (RF) amplifiers where power gain ensures sufficient signal-to-noise ratio (SNR) at the receiver; Friis transmission equation relates effective isotropic radiated power (EIRP) to gain, underscoring that directional antennas pair with amplifiers to boost effective gain without increasing input power. Real-world measurements, standardized by bodies like the IEEE, account for impedance matching to maximize power transfer, as mismatch reduces available gain per the reflection coefficient \Gamma = \frac{Z_L - Z_0}{Z_L + Z_0}. Excessive gain can introduce instability or intermodulation distortion in multi-stage systems, necessitating automatic gain control (AGC) circuits that dynamically adjust gain based on input levels, as implemented in audio and RF receivers since the 1930s.

Antenna and Directional Gain

Antenna gain quantifies the ability of an antenna to concentrate electromagnetic power in a particular direction relative to a hypothetical isotropic radiator that distributes power uniformly in all directions. It is defined as the ratio of the radiation intensity in the direction of maximum radiation to the radiation intensity that would be produced by an isotropic radiator with the same total radiated power, typically expressed in decibels relative to an isotropic source (dBi). For instance, an antenna with 3 dBi gain radiates twice the power in its peak direction compared to an isotropic antenna fed with the same input power. Antenna gain differs from directivity, which measures the theoretical concentration of radiated power without accounting for losses such as ohmic resistance or dielectric dissipation in the antenna structure. Directivity D is the ratio of the power density in a specified direction to the average power density over all directions at the same distance from the antenna, given by D = \frac{4\pi U(\theta, \phi)_{\max}}{P_{\rad}}, where U(\theta, \phi)_{\max} is the maximum radiation intensity and P_{\rad} is the total radiated power. Gain G incorporates antenna efficiency \eta (the ratio of radiated power to input power, typically 0 to 1), such that G = \eta \cdot D. Thus, for lossless antennas, gain equals directivity; real antennas exhibit gain less than directivity due to inefficiencies, often by several percent in high-quality designs. Directional gain specifically refers to the gain value in a chosen direction, emphasizing the antenna's non-uniform radiation pattern that favors certain azimuths or elevations to enhance signal strength along desired paths, such as in point-to-point links or radar systems. Higher directional gain correlates inversely with beamwidth: narrower beams achieve greater gain by focusing energy, as per the approximate relation G \approx \frac{41253}{\theta \cdot \phi} in degrees for the product of half-power beamwidths \theta and \phi. Measurements of gain involve comparing the antenna under test to a standard gain horn or using the three-antenna method in an anechoic chamber, ensuring far-field conditions where distance exceeds $2D^2 / \lambda (D is aperture size, \lambda is wavelength). Common units include dBi for absolute gain relative to isotropic and dBd relative to a half-wave dipole, which itself has 2.15 dBi gain, allowing conversion via \text{dBi} = \text{dBd} + 2.15. In practice, parabolic dish antennas can achieve 20-40 dBi for microwave frequencies by virtue of large apertures, while Yagi-Uda arrays yield 10-15 dBi for VHF/UHF applications. The Friis transmission equation, P_r = P_t G_t G_r \left( \frac{\lambda}{4\pi R} \right)^2 , underscores gain's role in linking transmit and receive powers P_t, P_r over distance R, highlighting its causal impact on link budgets in wireless systems.

Information Gain in Computing

Information gain is a metric employed in machine learning, particularly in decision tree induction algorithms, to assess the effectiveness of a candidate attribute for partitioning a dataset. It measures the reduction in uncertainty, quantified as , achieved by splitting the data based on the attribute's values. This approach selects attributes that maximize the differential between the entropy of the original dataset and the weighted average entropy of the resulting subsets, thereby prioritizing splits that best separate . The concept originates from the ID3 (Iterative Dichotomiser 3) algorithm, developed by J. Ross Quinlan and published in 1986. In ID3, information gain guides the greedy, top-down construction of decision trees by iteratively choosing the attribute with the highest gain at each node until a stopping criterion, such as pure subsets or maximum depth, is met. Quinlan defined entropy H(S) for a dataset S with class probabilities p_i as H(S) = -\sum p_i \log_2 p_i, representing the expected information required to identify a class label. The information gain IG(A) for attribute A is then IG(A) = H(S) - \sum_{v \in \text{values}(A)} \frac{|S_v|}{|S|} H(S_v), where S_v denotes the subset of S with value v for A. This formulation draws from information theory, where entropy captures impurity or unpredictability in class distribution, and gain reflects mutual information between the attribute and the target class. In practice, ID3 applies information gain recursively, handling discrete attributes and assuming independence among features conditional on the path. Extensions like C4.5, also by Quinlan in 1993, addressed limitations by introducing gain ratio to mitigate bias toward attributes with numerous values, as raw information gain favors such attributes due to finer partitions yielding lower weighted entropy regardless of class separation quality. Gain ratio normalizes by split information \text{SplitInfo}(A) = -\sum_{v \in \text{values}(A)} \frac{|S_v|}{|S|} \log_2 \frac{|S_v|}{|S|}, yielding \text{GainRatio}(A) = \frac{IG(A)}{\text{SplitInfo}(A)}. Empirical studies confirm gain ratio reduces overfitting and improves generalization compared to unnormalized gain, particularly on datasets with high-cardinality features. Applications extend beyond ID3 to ensemble methods like random forests, where information gain variants inform initial splits, and to feature selection in broader supervised learning pipelines. However, its sensitivity to small datasets or noisy data can lead to unstable trees, prompting hybrid criteria like Gini impurity in algorithms such as CART, which approximate entropy but compute faster via \text{Gini}(S) = 1 - \sum p_i^2. Despite these alternatives, information gain remains foundational for its interpretability and direct ties to probabilistic impurity reduction.

Health and Physiology

Weight Gain

Weight gain occurs when body mass increases over time, primarily through accumulation of adipose tissue, but also via muscle hypertrophy, fluid retention, or bone density changes. Physiologically, it stems from a sustained positive energy balance where caloric intake exceeds expenditure, leading to storage of excess energy as triglycerides in . This process is governed by the first law of thermodynamics applied to human metabolism, where unutilized energy cannot be destroyed but is conserved as fat. In experimental overfeeding studies, participants exhibit reduced spontaneous food intake and potential elevations in energy expenditure as compensatory mechanisms, though these are often insufficient to prevent net gain. Key drivers include dietary factors, such as consumption of energy-dense foods, which disrupt energy homeostasis. Hormonal regulation plays a critical role: insulin promotes fat storage by facilitating glucose uptake into cells, while leptin signals satiety via hypothalamic pathways, though resistance develops in chronic overnutrition states. Genetic predispositions influence susceptibility, with variants in genes like accounting for up to 30% of severe early-onset obesity cases by altering appetite and energy partitioning. Environmental contributors, including sedentary behavior and sleep disruption, exacerbate imbalance by lowering basal metabolic rate and increasing orexigenic signals. Measurement typically involves body mass index (BMI), calculated as weight in kilograms divided by height in meters squared, with gains exceeding 5-10% of baseline mass signaling clinically relevant changes. Dual-energy X-ray absorptiometry (DEXA) distinguishes fat from lean mass, revealing that much weight gain in adults is adiposity-driven rather than muscular. Health consequences vary by context: moderate gain benefits underweight individuals by improving immune function and reducing frailty risks, but excessive accumulation—defining obesity as BMI ≥30 kg/m²—elevates morbidity from type 2 diabetes, cardiovascular disease, and certain cancers via insulin resistance, inflammation, and mechanical stress on joints. Peer-reviewed meta-analyses confirm a J-shaped mortality curve, where both underweight (BMI <18.5) and obesity correlate with higher all-cause death rates relative to normal weight, though obesity's risks predominate in population data.

Muscle and Strength Gain

Muscle hypertrophy, or muscle gain, refers to an increase in the cross-sectional area of skeletal muscle fibers primarily through resistance exercise training (RET), while strength gain involves enhanced force production capability, initially driven by neural adaptations and later by hypertrophic changes. Early strength improvements in novices, often within the first 4-8 weeks of training, stem from neuromuscular enhancements such as increased motor unit recruitment, firing rates, and intermuscular coordination, rather than substantial muscle size increases. These neural adaptations can account for up to 50-80% of initial strength gains, with hypertrophy contributing more prominently after 8-12 weeks as mechanical tension from progressive overload stimulates protein synthesis via pathways like mTOR and IGF-1 signaling. Key mechanisms of hypertrophy include mechanical tension from heavy loads, metabolic stress from higher repetitions, and limited muscle damage repaired via satellite cell fusion, though evidence suggests tension as the primary driver over damage or stress alone. RET protocols optimizing typically involve moderate loads (60-80% of , 6-12 repetitions per set) performed 2-3 times weekly per muscle group, with volume (sets × reps × load) progressively increased to elicit adaptation; meta-analyses confirm such yields 0.5-1 kg lean mass gains over 8-12 weeks in untrained adults. For strength, heavier loads (>80% , 1-6 reps) enhance neural drive and fiber-specific in type II fibers, producing superior force outputs compared to hypertrophy-focused regimens, though both overlap in benefits. Single-set to near-failure can achieve comparable to multi-set protocols in some populations, but higher volumes generally yield greater gains in trained individuals. Nutrition plays a supportive role, with meta-analyses showing that protein intakes of 1.6-2.2 g/ bodyweight daily enhance lean mass and strength gains during RET by 0.2-0.5 more than lower intakes, primarily via elevated muscle protein rates post-exercise. An surplus of 250-500 kcal/day facilitates but is not strictly required if protein is adequate, as deficits can still yield gains with preserved lean mass; timing protein around workouts (20-40 g doses) offers marginal benefits over total daily intake. factors like 48-72 hours between sessions for the same muscle group and 7-9 hours of nightly support hormonal (e.g., testosterone, ) essential for sustained adaptation. Individual variability influences outcomes: account for 40-70% of muscle potential, with men typically gaining faster due to higher testosterone (e.g., 5-10 kg in first year vs. 2-5 kg for women), while aging reduces responsiveness by 1% annually post-30 via attenuated cell activity. Longitudinal studies indicate plateaus after 1-2 years without , emphasizing to overcome; anabolic agents like β2-agonists induce via AKT/ but carry health risks and are not recommended for natural .

Economics and Finance

Profit and Income Gain

Profit, in economic terms, constitutes the financial gain realized by a when exceeds total costs, encompassing both explicit outlays like wages and materials and implicit costs of resources employed. profit, calculated as minus explicit costs, differs from economic , which subtracts both explicit and implicit costs to reflect true efficiency. Firms achieve gains through mechanisms such as expansion via higher sales volumes or prices, and cost reductions from operational efficiencies or optimizations. indicates variability across sectors; for instance, U.S. corporate in wholesale trade reached approximately 290.5 billion dollars in 2023, driven by trade volume increases, while S&P 500 companies reported net margins exceeding 12% in the first two quarters of 2025, reflecting resilient earnings amid economic recovery. Income gain refers to the net increase in an individual's or household's monetary receipts from sources like , salaries, or supplemental earnings, distinct from one-off capital gains tied to asset sales. Such gains arise causally from labor market dynamics, including acquisition leading to higher or shifts to higher-paying roles, as well as macroeconomic factors like growth enabling adjustments. In the U.S., real average hourly earnings rose 1.1% from August 2024 to August 2025, adjusted for , signaling modest gains amid moderating nominal pressures. The national average index climbed to 69,846.57 in 2024, a 4.84% increase over 2023, underscoring cumulative elevation from sustained and output per worker. Profit and gains interconnect in market economies, where profits fund expansions that generate and opportunities, while individual rises bolster consumer demand supporting firm revenues. However, external shocks like supply disruptions or regulatory changes can erode margins; for example, non-financial corporate profits declined in late despite elevated margins, highlighting the role of volume in sustaining gains. policies influence realization, with gains from operations taxed as , whereas certain profit distributions may qualify for preferential rates, affecting net retention. Long-term demands alignment with , as unsubstantiated gains risk reversal through or cost inflation.

Capital Gains and Asset Appreciation

Capital gains represent the profit realized upon the sale of a , calculated as the difference between the asset's selling price and its adjusted , which accounts for the original purchase price plus adjustments such as improvements or . These gains typically arise from assets held for purposes, including , bonds, , and mutual funds, and are distinguished from by their source in asset sales rather than wages or services. Asset appreciation forms the underlying mechanism for capital gains, referring to the increase in an asset's over time due to factors such as , supply-demand dynamics, , or improved asset fundamentals like corporate earnings in equities. Unlike , which erodes value through wear or , appreciation can occur passively without owner intervention, as seen in or collectibles where drives rising prices. Realized capital gains only materialize upon , while unrealized appreciation—paper gains—remains untaxed until , allowing deferred taxation that incentivizes long-term holding. In equity markets, historical data illustrates appreciation's role: the index has delivered an average annual nominal return of approximately 10.4% from 1957 through April 2025, equating to about 6.5% after adjustment, primarily through price appreciation and dividends. This effect underscores capital gains' contribution to wealth accumulation, with studies showing that reinvested gains and savings from appreciated assets explain much of the rise in top-wealth portfolios, where gross saving rates including capital gains rise sharply with wealth levels. For real estate, median home prices in the U.S. appreciated at an average annual rate of around 4-5% from 1963 to 2023, adjusted for inflation, amplifying gains for holders during periods of booms. Taxation of capital gains varies by and holding period, with the U.S. distinguishing short-term gains (assets held one year or less), taxed at ordinary income rates up to 37%, from long-term gains, taxed at preferential rates of 0%, 15%, or 20% for 2025 based on thresholds—0% for singles up to $48,350, 15% up to $533,400, and 20% thereafter. These lower long-term rates, rooted in favoring retention over frequent trading, reduce the effective tax burden on appreciation, thereby supporting ; however, an additional 3.8% net income tax applies to high earners, pushing top effective rates to 23.8%. Empirical analyses indicate that such taxation structures promote wealth growth by minimizing distortions in and decisions, though debates persist on whether unrealized gains should face annual levies, as proposed in some reforms but critiqued for challenges absent actual sales. Economically, capital gains from asset appreciation drive intergenerational wealth transfer and portfolio diversification, with data showing they constitute a primary channel for dynamics—rising during markets to concentrate gains among asset owners, while recessions can erase them, as in when U.S. household net worth fell 20% due to asset value drops. Despite portrayals emphasizing inequity, causal links realized gains to productive reinvestment, fostering and , as opposed to consumption-driven ; for instance, post-1980s U.S. data attributes 8% of national to capital gains realizations, excluded from standard GDP but vital for expansion. Investors mitigate risks through strategies like tax-loss harvesting, offsetting gains with losses to lower net taxable amounts, enhancing after-tax returns essential for sustained accumulation.

Behavioral and Social Sciences

Gain Framing in Decision-Making

Gain framing refers to the presentation of decision options in terms of potential positive outcomes or benefits, as opposed to losses, influencing preferences under developed by and in 1979. In this framework, individuals evaluate prospects relative to a reference point, exhibiting when choices are framed as gains because a sure gain is preferred over a probabilistic one of equal . This contrasts with loss framing, where risk-seeking behavior emerges to avert certain losses, highlighting how equivalent descriptions yield divergent choices due to cognitive biases rather than rational utility maximization. A seminal demonstration appears in Tversky and Kahneman's 1981 study on the "Asian disease problem," where participants faced hypothetical policy choices for combating an outbreak expected to kill 600 people. In the gain frame, options were: "200 people will be saved" (certain) versus a one-third chance to save 600 with a two-thirds chance of saving none (risky); 72% selected the certain option. Reframed as losses—"400 people will die" (certain) versus a one-third chance none die and two-thirds chance 600 die—only 22% chose the certain outcome, favoring the gamble. This reversal persists across replications, with meta-analyses confirming moderate effect sizes (e.g., Cohen's d ≈ 0.3-0.5) for risky-choice framing in gain versus loss conditions. Applications extend to and policy, where gain framing promotes risk-averse decisions in domains like and environmental compliance. For instance, messages emphasizing gains (e.g., "exercise to gain benefits") encourage preventive behaviors more than loss-framed warnings, with sizes up to d = 0.47 in and shifts. In economic contexts, gain-framed incentives, such as rebates described as savings, increase compliance over penalties framed as losses, though outcomes vary by task repetitiveness and payoff structure. During crises like , gain frames (e.g., " saves lives") boosted risk-averse preferences for over loss frames highlighting deaths averted. Criticisms note that prospect theory's framing mechanism inadequately explains frame generation or processing, relying on reference points without detailing cognitive pathways, and struggles with group-level decisions or complex real-world multiplicities. Effects diminish under conditions altering equate-to-differentiate strategies or when frames align with intuitive gist representations, suggesting bounded rather than universal applicability. Despite this, empirical robustness across lab and field studies affirms gain framing's role in systematic reversals, challenging expected utility models.

Gain-Loss Dynamics in Psychology

Gain-loss dynamics in psychology describe the asymmetric psychological impact of gains and losses relative to a reference point, where losses typically evoke stronger emotional and behavioral responses than equivalent gains. This phenomenon, formalized in by and in 1979, posits that individuals evaluate outcomes not in absolute terms but relative to a subjective reference level, leading to reference dependence. The theory's value function is S-shaped: concave for gains, reflecting in positive domains, and convex for losses, indicating risk-seeking behavior to avoid certain losses; moreover, the function is steeper for losses than gains, embodying with an estimated coefficient λ ≈ 2.25, meaning losses loom approximately twice as large as gains. Empirical support for derives from controlled experiments, such as choice tasks where participants reject gambles with equal but potential loss (e.g., 50% chance to gain $150 vs. 50% chance to lose $100), replicating across cultures and contexts with a global study in 2020 confirming Kahneman and Tversky's foundational results in 19 countries. Meta-analyses of over 200 studies estimate average loss aversion parameters between 1.8 and 2.5, though effects diminish in repeated experience-based decisions without explicit probabilities and vary by domain, such as weaker in low-stakes or aggregate outcomes. These dynamics underpin related biases, including the —where ownership increases perceived value due to loss framing of selling—and , as maintaining the current state avoids the pain of loss more than pursuing equivalent gain. In psychological applications, gain-loss asymmetry influences and under , with loss-framed messages (e.g., emphasizing preventable ) more persuasive for behaviors than gain-framed ones, though efficacy depends on task framing—risk-averse for gains, risk-seeking for losses. evidence links this to heightened activation for losses, supporting causal realism in emotional processing over neutral valuation. Critically, while robust in hypothetical and incentivized lab settings, real-world generalizability faces scrutiny, as initial evidence for relied on high-stakes vignettes with limited replication until broader datasets; nonetheless, the core asymmetry persists across and , informing interventions like framing therapies for anxiety disorders rooted in loss hypersensitivity.

Named Entities and Other Uses

People with the Surname Gain

Bob Gain (June 21, 1929 – November 14, 2016) was an American professional football defensive tackle who played 13 seasons with the of the (), appearing in 158 games from 1952 and 1954 to 1964. A two-way starter and at the from 1947 to 1950, Gain earned honors and contributed 38 extra points as kicker. After a brief NFL stint in 1952, he served as a in the U.S. Air Force during the in 1953 before returning to the Browns, where he helped secure three NFL championships in 1954, 1955, and 1964, and earned five selections (1957, 1958, 1959, 1960, 1962). Charles Gain (November 1, 1923 – August 21, 2018) was an American police administrator who led the as chief from 1964 to 1973 and the from 1975 to 1980. Born in , Gain began his career in Oakland in 1946 and pursued reforms emphasizing community-oriented policing, reduced use of force, and civilian oversight amid 1960s civil unrest, including responses to events like the in . His tenure drew praise from civil rights advocates for progressive changes but criticism from officers and politicians for perceived leniency, which some linked to rising crime rates and declining morale; San Francisco's mayor replaced him in 1980 with a career officer. Gain died of at age 94. Peter Gain (born November 11, 1976) is a retired professional footballer who played as a left , accumulating over 400 appearances in divisions. Starting his career at Reading, Gain featured prominently for City from 1998 to 2005, making 231 league appearances and contributing to promotion efforts, before moving to clubs including Dagenham & Redbridge, where he played until 2009. Capped at youth international level for , he later transitioned to coaching roles in .

Commercial Brands and Products

Gain is a brand of laundry detergents, fabric care products, and dishwashing liquids produced by Procter & Gamble (P&G), launched in the United States in 1969 as an enzyme-based powder detergent targeted at stain removal and positioned as a more affordable alternative to P&G's flagship Tide brand. Initially struggling to gain market share among cost-conscious consumers, the brand underwent a strategic repositioning in 1981 to emphasize long-lasting fragrances, coinciding with the introduction of its first liquid detergent variant amid rising demand for convenient formats. By 2007, Gain had achieved billion-dollar brand status within P&G's portfolio, driven by its focus on scent innovation and expanded product lines. The brand's product lineup includes liquid and powder laundry detergents, laundry pacs (dissolvable pods), in-wash scent boosters like Gain Fireworks, fabric softeners, dryer sheets, and dish detergents, with formulations compatible with high-efficiency (HE) washing machines and available in scents such as Original, Spring Daydream, and limited-edition varieties like Apple + Mango Tango. Gain products are marketed for their ability to lift dirt while imparting scents that persist for weeks, with recent innovations including dual-bead scent boosters combining floral and fruity notes for up to 12 weeks of fragrance release. These items are distributed through major retailers like Walmart, Target, and Amazon, and are formulated for both household and commercial use in some variants. Consumer testing and reviews position Gain as a mid-tier performer in compared to premium brands like or , but it excels in scent retention, appealing to users prioritizing fragrance over maximum cleaning power. P&G continues to promote Gain through advertising campaigns highlighting scent longevity and collaborations, such as the 2025 "Get Scent to Oz" with ' Wicked film, featuring themed scent boosters. No other major commercial brands or product lines directly named "Gain" dominate distinct categories, though the term appears in generic weight-gainer supplements unrelated to P&G's ownership.

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