Abstract

Host-seeking behavior is a form of appetitive behavior: the oriented search by which a blood-feeding animal locates a host to feed on. In mosquitoes, the vectors of malaria and dengue, it is among the best-understood cases of how an animal fuses several sensory cues into one goal-directed approach. A female mosquito homes in not on a single signal but on carbon dioxide, skin odor, body heat, humidity, and vision together, each dominating at a different distance, in a staged hand-off from several metres away to landing. This article sets out what host-seeking is, the cues that drive it and the order in which they act, the molecular basis of the mosquito's preference for human odor, and why some people are bitten more than others. A worked example quantifies multi-cue integration; three demonstrations develop each theme.

Keywords: host-seeking behavior, mosquito, multimodal integration

A female mosquito resting on a wall several metres from a sleeping person is, for the moment, doing nothing. Then the sleeper exhales. A filament of carbon dioxide drifts across the room, the mosquito detects it, and the insect takes off and begins to cast upwind. As it nears, the plume of warm, humid air carrying the skin's odor sharpens the search; a dark shape resolves against the wall; and in the final centimetres the mosquito steers toward the warmth of exposed skin and lands. The whole sequence, from the first whiff of breath to the bite, is host-seeking: a search assembled from several senses, each taking over as the last runs out of range.

This article treats host-seeking as a problem in sensory integration. It begins with what the behavior is, sets out the cues that drive it and the order in which they act, turns to the molecular and neural basis of the mosquito's striking preference for human odor, and closes with the question of why, within a crowd, some people are bitten far more than others. Throughout, a nuisance behavior is read as a structured computation that the mosquito solves cue by cue.

Key Takeaways

- Host-seeking is the oriented search by which a blood-feeding animal locates a host; in mosquitoes it is a model for how several sensory cues combine into one goal-directed approach. - No single cue is sufficient: carbon dioxide, skin odor, body heat, humidity, and vision each dominate at a different range, in a staged hand-off from metres away to the moment of landing. - Carbon dioxide acts as a gate: a plume of it primes the mosquito to respond to skin odor and to steer toward visual features it would otherwise ignore. - The preference for human over animal odor is encoded by specific odorant receptors and a small set of brain glomeruli tuned to the blend signature of human scent. - Differences in the skin's carboxylic acids and microbiota make some individuals far more attractive to mosquitoes than others.

What Host-Seeking Behavior Is

Host-seeking is the behavior by which a parasite or blood-feeding animal searches out and orients toward a host on which to feed. In the Medical Subject Headings vocabulary it is indexed as a form of appetitive behavior—the searching, appetitive phase of a motivated act that culminates in feeding—placing the hunt for a host alongside the search for food or a mate as an oriented, goal-directed approach rather than a reflex. It is studied most intensively in the mosquito, because mosquitoes are the deadliest disease vectors on Earth and because a biting female must find a host before she can transmit a pathogen or lay her eggs.

What makes mosquito host-seeking a model system for sensory biology, rather than merely a problem in pest control, is that it is demonstrably multimodal. A host advertises its presence through many signals at once—the carbon dioxide and water vapour of breath, the volatile chemistry of skin, the warmth of a body, a dark silhouette—and the mosquito uses all of them. Willem Takken and Niels Verhulst, reviewing the field, describe host location as a sequence in which long-range cues bring the insect into the vicinity of a host and short-range cues guide the final approach and landing, with olfaction central throughout (Takken & Verhulst, 2013). The behavior is not a single tropism but a program that reads whichever cue is informative at a given distance.

The Sensory Cues

The cues a mosquito exploits differ in the range over which they are useful and in the sensory channel that detects them. Carbon dioxide travels furthest, carried downwind in a turbulent plume that a mosquito can detect metres from its source; it is sensed not by the antennae's general olfactory neurons but by a dedicated set of receptor neurons on the maxillary palps. On encountering the plume the insect turns and flies upwind toward its source, a wind-guided orientation called anemotaxis. Skin odor—a complex blend dominated by lactic acid, ammonia, and a family of carboxylic acids produced by the skin's resident bacteria—works at intermediate range and is detected by olfactory receptors on the antennae. Body heat and the humid boundary layer of air over the skin act only at close range, within a few centimetres—orientation to this moisture gradient is termed hygrotaxis—and vision supplies an intermediate cue, drawing the insect toward high-contrast objects once it is airborne. These are summarized in Table 1.

Cue Effective range Sensory basis
Carbon dioxide Long (metres) Exhaled breath; receptor neurons on the maxillary palps. Gates and primes the whole search.
Skin odor Intermediate (metres) Lactic acid, ammonia, carboxylic acids; odorant receptors and the IR8a acid pathway on the antennae.
Vision Intermediate (metres) High-contrast dark objects; the compound eye. Engaged after a carbon-dioxide encounter.
Body heat Short (centimetres) Warm skin surface; thermoreceptors driving TRPA1-tuned thermotaxis.
Humidity Short (centimetres) Moist boundary layer over the skin; hygroreceptors sensing the local moisture gradient.

Table 1. The principal host cues used by a host-seeking mosquito, ordered from longest to shortest effective range, with the sensory channel that detects each (Takken & Verhulst, 2013; Carde, 2015).

That carbon dioxide reaches furthest and skin odor carries the specific signature of a host was established in classic olfactometer work. Takken and Bart Knols, reviewing the odor-mediated behavior of Afrotropical malaria mosquitoes, set out how carbon dioxide, lactic acid, and other host volatiles elicit and orient flight, and how the blend—not any one compound—makes a host attractive (Takken & Knols, 1999). The chemistry of that blend, and the receptors that read it, are where the molecular story begins.

The Staged Sensory Sequence

The cues do not act simultaneously or independently; they are arranged in a sequence, and—crucially—carbon dioxide controls the rest. Clément Vinauger's and Conor McMeniman's generation traced this to a gating relationship first shown cleanly by McMeniman and colleagues in Leslie Vosshall's laboratory: a plume of carbon dioxide is not just an attractant in its own right but a primer that switches on the mosquito's behavioral response to skin odor and, strikingly, to visual features of the environment that it otherwise ignores (McMeniman et al., 2014). Floris van Breugel, Jeffrey Riffell, and colleagues made the visual hand-off explicit: a mosquito that has just encountered carbon dioxide steers toward a high-contrast dark object, and only once it is near that object does the warmth of a surface take over to guide the final approach (van Breugel et al., 2015). The result is a three-zone structure, shown in Figure 1: carbon dioxide in the far field, odor and vision in the middle, heat and moisture at the skin.

Figure 1

The Three-Zone Sensory Hand-Off of Mosquito Host-Seeking

The staged sensory sequence of mosquito host-seeking Three concentric zones around a host. In the far zone, metres away, a carbon-dioxide plume activates and primes the search. In the middle zone, skin odor and the visual contrast of a dark object steer the approach. In the near zone, within centimetres of the skin, body heat and humidity guide the final landing. Carbon dioxide gates the response to the cues in the inner zones. far (metres) middle (metres) near (centimetres) CO₂ plume activate & prime skin odor + vision steer upwind heat + humidity land CO₂ gates the inner cues
Note. Carbon dioxide dominates the far field and primes the mosquito's response to the cues of the inner zones; skin odor and visual contrast steer the middle-range approach; body heat and humidity guide the landing. Original schematic after the gating and visual-hand-off findings (McMeniman et al., 2014; van Breugel et al., 2015).

Thomas Dekker and colleagues had already shown the gating at the level of a single cue: a brief pulse of carbon dioxide instantly sensitizes female yellow-fever mosquitoes to human skin odor, so that the same odor that is barely attractive on its own becomes strongly attractive the moment carbon dioxide is present (Dekker et al., 2005). The staged structure is therefore not a fixed reflex arc but a conditional one: the presence of breath changes what the mosquito does with everything else it senses. The first demonstration implements this. Sliders set the strength of the carbon-dioxide gate and the probability that odor or vision each triggers orientation, and the readout is the chance that the mosquito orients toward the host—which collapses toward zero when the gate is shut, however strong the other cues.

Carbon dioxide gates the other cues

A host-seeking mosquito orients only when the carbon-dioxide gate is open and at least one shorter-range cue — skin odor or vision — fires. With odor and vision treated as independent, the chance of orienting is c × [1 − (1 − o)(1 − v)]. Open the gate and the inner cues drive the behavior; shut it and the response collapses to zero however strong those cues are.

CO₂ gate c0.80odor or vision0.80P(orient)0.64
P(orient) = 0.80 × [1 − (1 − 0.60)(1 − 0.50)] = 0.80 × 0.80 = 0.64 (64%). The gate is open, so the odor-or-vision term sets how likely orientation is.

The Molecular Basis of Human Preference

Among mosquitoes, the ones that matter most for human disease are those that prefer to bite people—a preference called anthropophily. That preference is not inevitable; it is a specific, evolved tuning of the olfactory system, and the genetics behind it have been worked out in detail. Matthew DeGennaro and colleagues produced the first mutant line in a disease vector by disrupting orco, the gene encoding the obligate co-receptor that all odorant receptors require to function. Without Orco the mosquitoes lost their strong preference for human over non-human animal odor and were no longer repelled by volatile DEET, showing that the receptor family gated by Orco is necessary for the human preference (DeGennaro et al., 2013). The broader logic of how a mosquito's odorant receptors map onto host chemistry had been laid out when Allison Carey and colleagues expressed the antennal receptors of the malaria mosquito Anopheles gambiae one at a time and read off their response profiles to host odorants (Carey et al., 2010).

Carolyn McBride and colleagues then found a particular receptor behind the preference. Comparing a human-biting form of Aedes aegypti with its ancestral, animal-biting form, they traced the shift in preference to the odorant receptor Or4, which is more abundant in the human-preferring form and responds to sulcatone, a compound enriched in human odor (McBride et al., 2014). A second olfactory pathway detects the acidic side of human scent: Joanna Raji, DeGennaro, and colleagues showed that Aedes aegypti detects the acidic volatiles of human odor through the IR8a co-receptor, and that disabling IR8a cuts attraction to human scent substantially (Raji et al., 2019). Most recently, Zhilei Zhao, McBride, and colleagues recorded from the mosquito brain and found that human odor is encoded not by a broad response but by the strong activation of a small, specific set of glomeruli—so that the brain represents the blend signature that distinguishes human from animal scent, rather than tracking any single compound (Zhao et al., 2022). The second demonstration builds on this: adjusting the level of the human-enriched compounds in a blend drives the response of a human-tuned olfactory channel and the resulting preference for the human-like odor.

Reading the blend signature of human odor

Human scent is not one compound but a blend enriched in certain volatiles — such as sulcatone, read by the receptor Or4. Set how human-like a blend is, and a human-tuned olfactory channel and an animal-tuned channel each respond with saturating sensitivity. The mosquito’s preference for the human-like odor is the human channel’s share of the total response — the brain encoding a blend signature rather than tracking any single molecule.

0.71human-tuned0.71animal-tunedpreference for human-like odor50%
Human-enriched fraction 0.50 → human channel 0.71, animal channel 0.71, giving a 50% preference for the human-like odor. A mixed blend splits the response between channels — preference is set by which signature dominates, not by one compound.

Why Some People Are Bitten More

Within a group of people exposed to the same mosquitoes, some are bitten far more than others, and the difference is largely chemical. Niels Verhulst and colleagues showed that the composition of a person's skin microbiota predicts their attractiveness to malaria mosquitoes: individuals with a less diverse, more abundant community of particular skin bacteria—the bacteria that metabolize sweat into volatile acids—were markedly more attractive, tying the signal the mosquito reads back to the ecology of the skin (Verhulst et al., 2011). The specific chemistry was pinned down more recently. Maria Elena De Obaldia and colleagues, again in Vosshall's laboratory, collected skin odor from many individuals over years and found that the most attractive people consistently carried high levels of carboxylic acids on their skin, and the least attractive carried low levels—a stable, individual trait that the mosquito's acid-sensing pathway reads directly (De Obaldia et al., 2022).

Underlying all of this is the fact that host preference is a property of the olfactory system that can itself be shaped by experience and neural state. Gabriella Wolff and Jeffrey Riffell, reviewing the mechanisms of mosquito host preference, set out how the innate tuning of the olfactory periphery is combined with learning and with the modulatory state of the brain, so that a mosquito's choice of host reflects both its evolved wiring and its recent experience (Wolff & Riffell, 2018). The final demonstration makes the individual-difference finding tangible: a slider for the level of carboxylic acids on a person's skin sets their relative attractiveness, and the display ranks several simulated individuals by how likely each is to be bitten.

Why some people are bitten more

Among people exposed to the same mosquitoes, the most-bitten consistently carry the highest levels of carboxylic acids on their skin — a stable individual trait the mosquito’s acid-sensing pathway reads directly. Four people here have fixed acid levels; set your own and see where you rank. Attraction climbs steeply with acid level, so small chemical differences open a wide gap between the most- and least-bitten.

Dacid 88Cacid 63Youacid 50Bacid 41Aacid 18
With an acid level of 50, you rank 3 of 5. The most attractive person here draws about 12.7× the bites of the least — a mid-ranked profile; raising or lowering your skin acids would move you up or down the order.

Worked Example: Carbon Dioxide as a Gate

The claim that carbon dioxide gates the other cues can be made quantitative. Treat the mosquito's decision to orient toward a host as depending on two things: whether the carbon-dioxide gate is open, and whether at least one of the shorter-range cues—skin odor or vision—fires once it is. Let c be the probability that the carbon-dioxide gate is open, o the probability that skin odor triggers orientation, and v the probability that a visual feature does. Treating odor and vision as independent channels, the probability that at least one fires is one minus the probability that both fail:

P(odor or vision) = 1 − (1 − o)(1 − v).

Because carbon dioxide gates the whole response, the probability that the mosquito actually orients is this quantity multiplied by c:

P(orient) = c × [1 − (1 − o)(1 − v)].

Take a mosquito in a plume with a fairly open gate, c = 0.8, facing a moderately attractive host, o = 0.6 and v = 0.5. The inner term is 1 − (1 − 0.6)(1 − 0.5) = 1 − (0.4)(0.5) = 1 − 0.2 = 0.8, so

P(orient) = 0.8 × 0.8 = 0.64,

about a 64% chance of orienting. Now shut the gate—remove the carbon dioxide, c = 0—and the product collapses to P(orient) = 0, no matter how strong the odor and visual cues are. This is the formal content of the gating result: the inner cues can only drive the behavior when carbon dioxide has opened the gate, which is exactly what McMeniman and colleagues found when carbon dioxide switched on the response to skin odor and to visual features (McMeniman et al., 2014; Dekker et al., 2005). The HostCueIntegrationDemo above is built on this formula: its three sliders set c, o, and v, and the probability it reports is c × [1 − (1 − o)(1 − v)].

Discussion

Host-seeking is valuable to the behavioral sciences for the same reason the grooming chain is: it is a natural behavior transparent enough to be dissected into parts and reassembled. Where grooming exposes the serial order of a motor program, host-seeking exposes the logic of sensory integration—how an animal weighs and combines signals that arrive on different channels and at different distances. The central lesson is that the cues are not simply summed. Carbon dioxide does not add a fixed increment of attraction; it changes what the mosquito does with everything else, opening a gate that lets odor and vision drive behavior they could not drive alone (McMeniman et al., 2014; van Breugel et al., 2015). Integration of this conditional kind is a more powerful computation than addition, and it is a general theme in the neuroscience of perception.

The molecular dissection of host preference carries a second lesson, about how evolution tunes a behavior. The shift from biting animals to biting humans was not a wholesale rebuilding of the nervous system but a change in the expression and tuning of particular receptors—Or4 for a human-enriched compound, the IR8a pathway for human skin acids—read out by a specific pattern of activity in a few brain glomeruli (McBride et al., 2014; Raji et al., 2019; Zhao et al., 2022). This has a practical edge the study of grooming lacks: because mosquitoes transmit the pathogens that cause malaria, dengue, and other diseases, every step of the host-seeking program is a potential point of intervention, from trapping with synthetic odor blends to disrupting the receptors that make humans smell like a meal (Takken & Verhulst, 2013).

Current Directions

The most active work is moving from the olfactory periphery into the brain. Zhao, McBride, and colleagues' finding that a small set of glomeruli encodes the specific features of human odor reframes the problem: the question is no longer only which receptors detect which compounds, but how the brain combines their outputs into a representation of “human” that drives the search, and the field is now mapping these glomerular codes and the downstream circuits that read them (Zhao et al., 2022). The redundancy of the olfactory system has become a theme in its own right: knocking out single receptors or even co-receptors degrades but rarely abolishes human attraction, implying that the human signature is read by several overlapping pathways, so that no one receptor is a clean target (Raji et al., 2019; DeGennaro et al., 2013).

A second front is the chemistry of individual attractiveness and what might be done with it. De Obaldia and colleagues' demonstration that skin carboxylic-acid levels are a stable predictor of how much a person is bitten raises the possibility of manipulating the skin's chemistry or microbiota to make people less attractive, and the search is on for the microbial and metabolic determinants of those acid levels (De Obaldia et al., 2022; Verhulst et al., 2011). Running through both fronts is the recognition, emphasized by Wolff and Riffell, that host preference is not fixed wiring but a tunable property of the olfactory system—shaped by experience and brain state—which both complicates control and opens new ways to attempt it (Wolff & Riffell, 2018).

Common Misconceptions

Mosquitoes are drawn to a single thing, such as “sweet blood” or carbon dioxide alone.
No one cue is sufficient. Host-seeking combines carbon dioxide, skin odor, heat, humidity, and vision, each acting over a different range; carbon dioxide in particular works by gating the response to the others rather than by attracting on its own (McMeniman et al., 2014).
Mosquitoes find people by sight.
Vision matters, but only as one intermediate-range cue and only after carbon dioxide has primed the insect to use it. A mosquito steers toward a dark, high-contrast object chiefly once it has encountered a carbon-dioxide plume (van Breugel et al., 2015).
Some people are bitten more because of their blood type or “sweet blood.”
The difference is in skin chemistry, not blood. People who are bitten most consistently carry high levels of carboxylic acids on their skin, produced with help from their skin bacteria, which the mosquito's acid-sensing pathway reads directly (De Obaldia et al., 2022; Verhulst et al., 2011).
The mosquito's preference for humans is a general liking that any repellent overrides.
The preference is built into specific receptors and a specific brain code for human odor. Disabling the co-receptor Orco removes the preference and even the repellence of volatile DEET, showing the behavior is grounded in a definable olfactory pathway, not a vague attraction (DeGennaro et al., 2013; Zhao et al., 2022).

Glossary

Anemotaxis.
Oriented movement with respect to wind; a host-seeking mosquito flies upwind along an odor plume toward its source.

Anthropophily.
A preference for feeding on humans rather than other animals; the trait, encoded in the olfactory system, that makes a mosquito species an efficient vector of human disease.

Carbon dioxide plume.
The turbulent trail of exhaled carbon dioxide that drifts downwind from a host; the longest-range host cue and the gate that primes a mosquito's response to the others.

Carboxylic acids.
A family of acidic compounds on human skin, produced with the help of skin bacteria, whose abundance predicts how attractive an individual is to mosquitoes.

Host preference.
The tendency of a blood-feeding species to seek one kind of host over others, set by the tuning of its odorant receptors and brain and adjustable by experience.

Host-seeking behavior.
The oriented search by which a blood-feeding animal locates a host; in mosquitoes a staged, multimodal approach from long-range to contact cues.

Hygrotaxis.
Oriented movement in response to humidity; the use of the moist boundary layer of air over the skin as a short-range landing cue.

IR8a pathway.
An olfactory co-receptor pathway, built on the ionotropic receptor IR8a, that detects the acidic volatiles of human odor; disabling it sharply reduces attraction to human scent.

Multimodal integration.
The combination of signals from several sensory channels—here smell, vision, heat, and humidity—into a single behavioral decision, often conditionally rather than by simple addition.

Odorant co-receptor (Orco).
An obligate partner subunit required for all insect odorant receptors to function; its loss abolishes the mosquito's preference for human odor.

Odorant receptor.
A membrane receptor on olfactory neurons tuned to particular volatile compounds; Or4, tuned to a human-enriched compound, underlies part of the human preference.

Skin microbiota.
The community of bacteria living on the skin, which metabolize sweat into the volatile acids that largely determine how attractive a person is to mosquitoes.

Sulcatone.
A volatile compound enriched in human odor relative to animal odor; the odorant receptor Or4 is tuned to it in human-preferring mosquitoes.

Thermotaxis.
Oriented movement with respect to temperature; the short-range steering toward the warmth of skin that guides a mosquito's landing, tuned by the TRPA1 channel.

Vector.
An organism, such as a mosquito, that transmits a pathogen between hosts; host-seeking is the behavior that brings a vector into contact with a new host.

Key Researchers

Ring T. Carde

(University of California, Riverside). American chemical ecologist whose work on multi-cue integration framed how a female mosquito combines carbon dioxide, skin odor, heat, moisture, and vision in a staged host-finding sequence. Wikipedia · Google Scholar

Matthew DeGennaro

(Florida International University). Neurogeneticist who produced the first mutant line in a disease vector, showing that loss of the odorant co-receptor Orco removes the mosquito's preference for humans, and who later mapped the IR8a acidic-odor pathway. ORCID

Carolyn S. McBride

(Princeton University). Evolutionary neurobiologist who traced Aedes aegypti's preference for human odor to the odorant receptor Or4 and showed that a small set of brain glomeruli encodes the blend signature of human scent. ORCID

Jeffrey A. Riffell

(University of Washington). Neuroethologist whose work on multisensory integration showed how a plume of carbon dioxide primes the mosquito to steer toward visual features and then toward heat, establishing the sensory hand-off that structures the approach. ORCID

Willem Takken

(Wageningen University). Medical entomologist whose field and laboratory studies of Afrotropical malaria vectors established the central role of skin emanations and the skin microbiota in host attraction, and who synthesized the odor-mediated basis of mosquito host preference. ORCID

Leslie B. Vosshall

(The Rockefeller University). Neurobiologist whose laboratory defined the molecular logic of mosquito host-seeking—the Orco requirement, heat-driven thermotaxis, the carbon-dioxide-gated integration of odor, heat, and vision, and the carboxylic-acid basis of why some people are bitten more than others. ORCID

Frequently Asked Questions

What is host-seeking behavior?

Host-seeking is the oriented search by which a blood-feeding or parasitic animal locates a host to feed on. In mosquitoes it is a staged, multimodal approach in which carbon dioxide, skin odor, heat, humidity, and vision each guide the insect over a different range, from metres away to the moment of landing (Takken & Verhulst, 2013).

How do mosquitoes find people?

They combine several cues in sequence. A plume of exhaled carbon dioxide activates the search and primes the insect's response to skin odor and to dark visual shapes; as it closes in, body heat and the humidity of the skin guide the final approach and landing (McMeniman et al., 2014; van Breugel et al., 2015).

What role does carbon dioxide play?

Carbon dioxide is both a long-range attractant and, more importantly, a gate: a brief pulse of it instantly sensitizes a mosquito to human skin odor and switches on its response to visual features it would otherwise ignore, so the other cues drive behavior only when carbon dioxide is present (Dekker et al., 2005; McMeniman et al., 2014).

How far away can a mosquito detect a human?

It depends on the cue. Carbon dioxide can be detected metres away and brings the mosquito into the vicinity; skin odor and visual contrast act at intermediate range; and body heat and humidity work only within a few centimetres, at the point of landing (Takken & Verhulst, 2013).

Why do mosquitoes prefer humans over other animals?

The preference is built into the olfactory system. In Aedes aegypti it is traced to the odorant receptor Or4, tuned to a compound enriched in human odor, and to an acid-sensing pathway for human skin volatiles; loss of the co-receptor Orco removes the preference entirely (McBride et al., 2014; DeGennaro et al., 2013).

Why are some people bitten more than others?

Mainly because of skin chemistry. People who are consistently most attractive carry high levels of carboxylic acids on their skin, produced with help from their skin bacteria, and the mosquito's acid-sensing pathway reads these directly (De Obaldia et al., 2022; Verhulst et al., 2011).

How does a mosquito find warmth in the final approach?

Once near a host, the mosquito uses thermotaxis—oriented movement toward warmth—to steer onto exposed skin. This heat-seeking is driven by thermoreceptors whose tuning depends on an ancestral cooling receptor, bringing the insect from the odor plume onto the skin itself (Greppi et al., 2020; van Breugel et al., 2015). The cation channel TRPA1 tunes this thermotaxis to the narrow range of host body temperatures, so the mosquito steers toward warmth that matches a living host rather than any heat source (Corfas & Vosshall, 2015).

Can understanding host-seeking help control disease?

Yes. Because mosquitoes transmit malaria, dengue, and other diseases, every step of the host-seeking program—the odor blends that attract, the receptors that detect humans, the acids that make some people attractive—is a potential point of intervention, from synthetic-odor traps to the disruption of key receptors (Takken & Verhulst, 2013; Carey et al., 2010).

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