Relationships and the social brain: Integrating psychological and evolutionary perspectives
Abstract
Psychological studies of relationships tend to focus on specific types of close personal relationships (romantic, parent–offspring, friendship) and examine characteristics of both the individuals and the dyad. This paper looks more broadly at the wider range of relationships that constitute an individual's personal social world. Recent work on the composition of personal social networks suggests that they consist of a series of layers that differ in the quality and quantity of relationships involved. Each layer increases relationship numbers by an approximate multiple of 3 (5–15‐50–150) but decreasing levels of intimacy (strong, medium, and weak ties) and frequency of interaction. To account for these regularities, we draw on both social and evolutionary psychology to argue that relationships at different layers serve different functions and have different cost‐benefit profiles. At each layer, the benefits are asymptotic but the costs of maintaining a relationship at that level (most obviously, the time that has to be invested in servicing it) are roughly linear with the number of relationships. The trade‐off between costs and benefits at a given level, and across the different types of demands and resources typical of different levels, gives rise to a distribution of social effort that generates and maintains a hierarchy of layered sets of relationships within social networks. We suggest that, psychologically, these trade‐offs are related to the level of trust in a relationship, and that this is itself a function of the time invested in the relationship.
AI snapshot
Written from the paper’s full text.
TL;DR
This integrative review argues that human personal social networks are structured in hierarchically inclusive layers of about 5, 15, 50, and 150 relationships, differing in intimacy, contact frequency, and function. It proposes that time-investment costs and trust formation, combined with asymptotic benefits and linear maintenance costs, generate these layered relationship types.
Key findings
- Personal social networks show consistent layered scaling by an approximate multiple of 3: support clique of 4–5, sympathy group of 12–15, affinity group/band of around 50, and active network/clan of 150.
- Layers differ in emotional closeness and contact frequency. In data from 295 women in the UK and Belgium, mean emotional closeness differed significantly across layers (F₄,₁₈₅₃₈ = 2002.4, p < .0001), with each layer differing from all others (Scheffé tests: p < .001 in each case); contact frequency declined as a steep negative exponential function of network layer.
- The paper models relationship maintenance as a cost-benefit trade-off: benefits are asymptotic while maintenance costs rise roughly linearly with number of relationships, yielding separate optimal group sizes at Nash equilibria. Assuming 30-min average interactions and reported contact rates, social interaction totals 2.25 h/day, within the 3.5 h/day reported in diary/time-budget studies; if every layer required support-clique intensity, the total would be 39.4 h/day.
- Trust is proposed to develop with interaction frequency and stabilize at plateaus corresponding to network layers, with an “affect buffer” making strong ties more resilient. In one cited longitudinal study, 29.7% of kin Alters moved from inner layers (5–15) to outer layers (50–150) over 18 months, compared with 51.4% of non-kin Alters.
Methods
- Design: conceptual and integrative theoretical paper combining psychological and evolutionary perspectives, including the social brain hypothesis, selective investment theory, and a trust-based model of relationship maintenance.
- Data/sample: draws on existing primate and human sociality literature and egocentric network data, including a sample of ∼300 complete personal social networks and Figure 2 data from 295 women in the UK and Belgium.
- Analysis: qualitative synthesis plus an optimality model in which linear time-investment costs intersect with asymptotic benefit curves to define Nash equilibria and optimal numbers of relationships at different layers.
Limitations
- The paper states that the outer layers at 50 and 150 are not equally well understood and that their functions are conjectural; it also states that at least three deep causal explanations remain open, including social-cognitive capacity limits, belonging/security motivations, and evolutionary predispositions.
- The paper states that it is unclear whether network layers reflect functional task demands and group dynamics or are more directly derivative of evolved cognition, and that the strong version of the “signatures” hypothesis would require discrete step functions that are not yet established.
- Evident from the text: this is a theoretical integration rather than a new empirical test of the proposed trust and relationship-signature predictions; several empirical claims rely on secondary data, and the Figure 2 sample is limited to 295 women in the UK and Belgium.
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Cites
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Claims the paper makes
0 of 66 cited sources checked · 0 supported · 0 flagged
- Findingcitation§ Discussion · p. 14
Both strong and medium friendship (but not kinship) ties wane if they are not regularly serviced during the transition from school to university.
“In partial support of this, we have found that both strong and medium friendship (but not kinship) ties wane if they are not regularly serviced during the transition from school to university (Roberts & Dunbar, in press).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Roberts & Dunbar, in press
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- Interpretationreasoning§ Relationships, group size, and the structure of social networks · p. 4
Personal social networks of friends who both belong to the same large group of 150 overlap at best incompletely.
“So, the personal social networks of friends who both belong to the same large group of 150 overlap at best incompletely, even though each has an active network of about the same size.”
Quote in the paperSubstantial claim - Premisecitation§ Relationships and the social brain: Integrating psychological and evolutionary perspectives · p. 1
Personal social networks consist of a series of hierarchically inclusive layers that differ in the quality and quantity of relationships.
“Recent work on the composition of personal social networks suggests that they consist of a series of layers that differ in the quality and quantity of relationships involved.”
- Also stated in: § Relationships, group size, and the structure of social networks · p. 3 · hedged
“Within the network as a whole, there are a series of 'circles of acquaintanceship' that seem to scale with a consistent ratio close to 3”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Hill & Dunbar, 2003
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- cites Zhou et al., 2005
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- Also stated in: § Relationships, group size, and the structure of social networks · p. 3 · hedged
- Premisecitation§ Relationships and the social brain: Integrating psychological and evolutionary perspectives · p. 1
Relationship intimacy and frequency of interaction decrease across the layers from inner to outer.
“but decreasing levels of intimacy (strong, medium, and weak ties) and frequency of interaction”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Hill & Dunbar, 2003
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- cites Roberts et al., 2009
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- Premisecitation§ Relationships, group size, and the structure of social networks · p. 3
The layering pattern holds for both the bottom-up structure of egocentric networks and the top-down structure of communities and their constituent subgroups.
“This layering pattern holds for both the bottom-up structure of egocentric networks and the top-down structure of communities and their constituent subgroups”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dunbar, 2010b
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- Interpretationreasoning§ Trade-offs and constraints · p. 9
Benefits increase with the number of Alters offering a particular resource type but reach an asymptote due to a satiation effect.
“Benefits also increase with the number of Alters offering a particular resource type, but, as is invariably the case with benefit curves, reach an asymptote as a result of a satiation effect”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 7
The distinction between intimates (inner core of five) and close friends (next layer of around 10) lies in a balance in the distribution of costs and benefits with reference to their respective functional outcomes.
“We suggest that the distinction between intimates and close friends lies in a balance in the distribution of costs and benefits with reference to their respective functional outcomes.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 9
Social support and the risk trade-off might explain the SBH observation that people tend to have a small number of very close friends, a slightly larger number of good friends, and a large number of acquaintances.
“Social support and the risk trade-off might thus explain the SBH observation that people tend to have a small number of very close friends, a slightly larger number of good friends and a large number of acquaintances.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 10
The 150-level grouping may be important for inter-group conflict in traditional societies because sheer size matters.
“The 150-level grouping (the community or clan in the ethnographic literature) may be important for inter-group conflict in traditional societies, where larger groups are especially important because sheer size matters.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 11
Work group sizes are task specific; tasks requiring intense relationships and deep social knowledge are limited to the innermost layer of five intimates.
“In other words, work group sizes are task specific. If a task requires intense relationships and deep social knowledge (i.e., understanding of individual members' behavioural idiosyncrasies) between its members, then there will be a limit on the size of work group that can handle that kind of task efficiently to the innermost layer of five intimates.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 11
Humans have natural cognitive propensities for groups of a particular size and relationship quality, not for a particular function.
“In contemporary terms, this means that we have natural cognitive propensities for groups of a particular size and relationship quality, not for a particular function.”
Quote in the paperSubstantial claim - Premisecitation§ Trust in social relationships · p. 12
Repeated interaction between two individuals generates and affirms judgments that the other party is trustworthy.
“whereby repeated interaction between two individuals generates and affirms judgments that the other party is trustworthy.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Deutsch, 1985
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- cites Ostrom, 2002
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- cites Rotter, 1971
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- Interpretationcitation§ Relationships, group size, and the structure of social networks · p. 6
The support clique (~5) represents the set of closest intimates, typically immediate family and best friends, who provide emotional and instrumental support.
“In contrast, the innermost layer of about 5, the support clique, seems to represent the set of closest intimates, typically immediate family members and best friends, who are most likely to provide a mutual environment for emotional and instrumental (e.g., financial) support.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 9
If each relationship in every layer required the same intensity of interaction as support clique members, the total required daily socializing budget would be 39.4 h a day.
“If however, if each relationship in every layer required the same intensity of interaction as that lavished on support clique members (as shown in Figure 3), the total required daily socializing budget would be an impossible 39.4 h a day.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 11
Groupings represented by the different layers can be used for any functional purpose for which relationships of a particular quality or intensity defined by that layer are a design feature.
“Consequently, groupings represented by the different layers can be used for any functional purpose for which relationships of a particular quality or intensity defined by that layer are a design feature.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trust in social relationships · p. 12
The trust mechanism depends on the human theory of mind capacity to reflect on the social intentions of others.
“This depends on the human theory of mind capacity to reflect on the social intentions of others.”
Quote in the paperSubstantial claim - Premisecitation§ Trade-offs and constraints · p. 10
The 50-layer maps to the overnight camp (or band) size in traditional small-scale human societies.
“In ethnographic terms, the 50-layer for group size maps to the overnight camp (or band) size in traditional small-scale human societies (Dunbar, 1993).”
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- Interpretationreasoning§ Trust in social relationships · p. 12
Trust may give rise to distinct relationship layers via an affect component that reinforces attachment in close relationships.
“Trust may give rise to distinct relationship layers via an affect component that reinforces attachment in close relationships.”
Quote in the paperSubstantial claim - Premisecitation§ Relationships, group size, and the structure of social networks · p. 6
Studies of human relationships generally support the hypothesis that we maintain different kinds of relationship, with a smaller number of intimate friendships.
“Studies of human relationships, therefore, generally support the hypothesis that we maintain different kinds of relationship, with a smaller number of intimate friendships.”
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- cites Brown & Brown, 2006
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- Interpretationnone given§ Relationships, group size, and the structure of social networks · p. 6
The partitioning of social relationships arises from contrasting trade-offs between the benefits and costs of maintaining relationships of different quality.
“A likely reason for this apparent partitioning of social relationships is that they pose contrasting trade-offs between the benefits and costs of maintaining relationships of different quality.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ Relationships, group size, and the structure of social networks · p. 6
The innermost network layers of 5 and 15 are most likely to involve social support, which can be mutual or directional.
“In contrast, the innermost network layers of 5 and 15 are most likely to involve social support, which can be either mutual (friends) or directional (e.g., parent-offspring).”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 9
Really intense relationships require relatively more time investment, yielding a steeper cost curve.
“really intense relationships require relatively more time investment, yielding a steeper cost curve (contrast the high- vs. low-cost curves in Figure 4).”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 8
If relationship quality and reliability are a function of time invested, there are costs to creating and maintaining relationships over time.
“the real underlying basis of the trade-off is that, if the quality of a relationship (and hence its reliability) is a function of the time invested in it, there will be costs to creating and, in particular, maintaining relationships over time.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 11
Tasks requiring larger numbers of individuals (e.g., brainstorming) may preclude dealing effectively with tasks that require more intimate personal knowledge.
“Conversely, tasks that require larger numbers of individuals (e.g., brainstorming) may obviate the possibility of dealing effectively with tasks that require more intimate personal knowledge.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 8
There must inevitably be a trade-off between the benefits that accrue and the cost of maintaining relationships, despite selection pressure favouring larger coalitions.
“Even though large support groups would seem to be more effective than smaller ones, leading to a selection pressure favouring ever larger coalitions, there must inevitably be a trade-off between the benefits that accrue and the cost of maintaining the relationships concerned.”
Quote in the paperSubstantial claim - Premisecitation§ Trade-offs and constraints · p. 10
Ties with extended kin are structural and persist in the absence of active maintenance.
“One advantage of ties with extended kin over non-kin is that such ties are structural and hence persist in the absence of active maintenance (Roberts, 2010).”
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- Interpretationreasoning§ Trust in social relationships · p. 12
As more evidence accrues through repeated interaction, trust may change from a calculative mode to relational trust through an emotional response based on direct social experience.
“as more evidence accrues through repeated interaction, trust may change from 'calculative mode' (in which an individual's trustworthiness is assessed on limited evidence) to relational trust through an emotional response based on direct social experience.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 7
The layer of close friends beyond the inner core provides a wider source of exchange at a personal level (reciprocal exchange of material goods/time, childcare, social activity, mutual protection).
“In contrast, the layer of close friends beyond this inner core of intimates provides a wider source of exchange at a personal level (reciprocal exchange of material goods and/or time [in the sense of 'helping out'], childcare, social activity, mutual protection against harassment, etc.).”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 11
Within these constraints, we can adapt our psychological mechanisms to deal with any task that has the defining psychological design characteristics.
“Within these constraints, however, we can adapt our psychological mechanisms to deal with any task that has the defining psychological design characteristics in a horses-for-courses fashion.”
Quote in the paperNot a substantial claim - Interpretationown data§ Trade-offs and constraints · p. 7
A cost-benefit mechanism limits the value of having an ever-increasing number of close ties, naturally partitioning social relationships into at least two kinds.
“A more plausible suggestion, then, is that a cost-benefit mechanism limits the value of having an ever-increasing number of close ties in such a way as to naturally partition social relationships into at least two kinds”
Quote in the paperSubstantial claim - Premisecitation§ Trust in social relationships · p. 11
Altruism towards kin can be explained by kin selection: Ego gains inclusive fitness by assisting relatives who share genes to reproduce more effectively.
“in evolutionary terms, altruism towards kin can be explained in terms of the theory of kin selection (i.e., Ego gains in inclusive fitness by assisting relatives who share his/her genes to reproduce more effectively: Hamilton, 1964).”
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- Interpretationreasoning§ Trade-offs and constraints · p. 10
Embedded layers of social relationships supplemented by weak ties may provide sufficient cohesion for effective collective action in inter-community conflict.
“The embedded layers of social relationships supplemented by weak ties that connect all clusters (without connecting all individuals) may provide sufficient cohesion for effective collective action in inter-community conflict”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 10
The 50-band may be a consequence of coalescing three sympathy groups for overnight predator protection, with added benefits of information sharing and cooperative foraging.
“Both sexes tend to form relationships in age-related cohorts, so a 50-band may be a consequence of coalescing three sympathy groups for overnight predator protection (the period during which predation risk is much the highest for humans), with the added benefit of information sharing as well as cooperative foraging.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ Trade-offs and constraints · p. 8
Costs increase linearly with the number of relationships involved, since each relationship requires an equal amount of time and effort.
“In contrast to the benefits (which are likely to be asymptotic), these costs increase linearly with the number of relationships involved, since each relationship requires the investment of an equal amount of time and effort.”
Quote in the paperSubstantial claim - Premisecitation§ Trade-offs and constraints · p. 7
Humans made social interaction more efficient by acquiring language to transform grooming into gossip.
“Instead, humans seem to have made social interaction more efficient by the acquisition of language to transform grooming into gossip (Dunbar, 1993; 1996).”
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- cites Dunbar, 1996
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- Interpretationreasoning§ Trade-offs and constraints · p. 11
In contemporary post-industrial societies, information exchange may now be the most important function of the outer layer.
“In contemporary post-industrial societies, this information exchange function may now be the most important function of this outer layer.”
Quote in the paperNot a substantial claim - Premisecitation§ Affective and cognitive correlates of tie strength · p. 14
In a study of late adolescents, only 29.7% of kin Alters (a strong tie) moved from the inner layers (5-15 layers) to the outer layers (50-150 layers) over an 18-month period, compared to 51.4% of non-kin (friend) Alters (representing weaker ties).
“In a study of late adolescents, for example, Roberts and Dunbar (in press) found that only 29.7% of kin Alters (a strong tie) moved from the inner layers (5-15 layers) to the outer layers (50-150 layers) over an 18-month period, compared to 51.4% of non-kin (i.e., friend) Alters (representing weaker ties).”
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- Interpretationcitation§ Discussion · p. 16
Trust formation is limited by a dilution effect as implied by a generalized Balance Theory: if Ego spreads attention too thinly, existing Alters feel betrayed by attention being devoted to others.
“Trust formation is also limited by a dilution effect as implied by a generalized Balance Theory (Cartwright & Harary, 1956; Heider, 1946): if Ego spreads attention too thinly, the existing Alters feel betrayed by attention being devoted to others.”
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- cites Heider, 1946
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- Interpretationreasoning§ Trust in social relationships · p. 13
As a general rule, trust develops over time as dyads interact, settling at a particular trust (relationship) level if interaction rates are not frequent enough to lift them above the threshold required for a higher layer.
“As a general rule, trust develops over time as dyads interact, settling at a particular trust (i.e., relationship) level if interaction rates are not frequent enough to lift them above the threshold required for a higher layer.”
Quote in the paperNot a substantial claim - Premisecitation§ Trust in social relationships · p. 13
Emotional closeness reliably predicts willingness to act altruistically towards non-kin Alters.
“Curry et al. (2011) have shown that emotional closeness reliably predicts willingness to act altruistically towards non-kin Alters.”
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- Interpretationcitation§ Affective and cognitive correlates of tie strength · p. 14
Stronger ties should show more connectivity and centrality within the Ego network, especially within the support clique where inter-relationships between all members may be particularly dense and interconnected.
“Stronger ties should also show more connectivity and centrality within the Ego network, especially within the support clique where inter-relationships between all the members may be particularly dense and interconnected (Roberts, 2010).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Roberts, 2010
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- Interpretationnone given§ Discussion · p. 14
Patterns in social relationships evolved from simple behavioural predispositions, such as the tendency for individuals to distribute their social time budgets unevenly, favouring formation of a small number of intense relationships while also devoting some of the social time budget to weaker ties.
“We have suggested that patterns in social relationships evolved from simple behavioural predispositions, such as the tendency for individuals to distribute their social time budgets unevenly, thereby favouring formation of a small number of intense relationships while also devoting some of the social time budget to weaker ties.”
Quote in the paperNot a substantial claim - Premisecitation§ Discussion · p. 15
The majority of studies to date indicate that the major function of computer-mediated communication has been to supplement the maintenance of strong and medium-strength relationships formed in the real world.
“Interestingly, the majority of studies to date indicate that the major function of CMC has been to supplement the maintenance of strong and medium-strength relationships formed in the real world.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Binder, Howes, & Sutcliffe, 2009
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- cites Ellison et al., 2007
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- cites Lampe, Ellison, & Steinfield, 2006
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- Premisenone given§ Discussion · p. 15
There is little evidence to suggest that many of the extra relationships on social networking sites are active in the social sense of Granovetter's weak ties or the affinity group.
“however, there is little evidence to suggest that many of these extra relationships are active in the social sense of Granovetter's (1973, 1985) weak ties or the affinity group.”
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- cites Granovetter, 1985
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- Interpretationreasoning§ Trust in social relationships · p. 12
The influence of affect on trust may be less appropriate for sympathy clique relationships, where formation of alliances may necessitate a more conscious calculation of trust.
“However, the influence of affect on trust may be less appropriate for the sympathy clique relationships where formation of alliances may necessitate a more conscious calculation of trust.”
Quote in the paperNot a substantial claim - Premisecitation§ Discussion · p. 15
Studies on the structure of social networks indicate a pattern of some dense clusters with overall high levels of interconnectivity.
“Studies on the structure of social networks, for example, indicate a pattern of some dense clusters with overall high levels of interconnectivity (Hogan, 2008; Wellman et al. , 2006), although data on relationship strength is difficult to equate with relationship types.”
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- cites Wellman et al., 2006
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- Premisecitation§ Trust in social relationships · p. 13
The level of emotional intimacy in a relationship correlates with the amount of time invested in it.
“Hill and Dunbar (2003) showed that the level of emotional intimacy in a relationship correlates with the amount of time invested in it (see also Roberts & Dunbar, in press)”
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- cites Roberts & Dunbar, in press
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- Premisecitation§ Discussion · p. 15
There is scant evidence of any capacity increases in relationship numbers due to computer-mediated communication.
“There is scant evidence of any capacity increases in relationship numbers (Binder, Howes, & Sutcliffe, 2009; Ellison et al. , 2007; Lampe, Ellison, & Steinfield, 2006; Pollett et al. , 2011; Wellman, Haase, Witte, & Hampton, 2001).”
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- cites Ellison et al., 2007
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- cites Lampe, Ellison, & Steinfield, 2006
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- Premisecitation§ Affective and cognitive correlates of tie strength · p. 14
Within inner network layers, altruism and emotional closeness towards friends is a function of network density (the extent to which one's friends are also friends with each other).
“Curry and Dunbar (2011) have shown that, within these inner network layers, altruism and emotional closeness towards friends is a function of network density (i.e., the extent to which one's friends are also friends with each other).”
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- Interpretationreasoning§ Discussion · p. 14
These trade-offs, combined with constraints, give rise to relationship types that define the support, sympathy, and other levels of personal social networks.
“These trade-offs, combined with constraints, which may also shape the levels of relationship intensities, give rise to relationship types that define the support, sympathy, and other levels of personal social networks.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Trust in social relationships · p. 13
If too many insults occur together, a medium tie might decline precipitously and become a weak tie.
“If too many insults occur together, however, a medium tie might decline precipitously and become a weak tie.”
Quote in the paperSubstantial claim - Interpretationcitation§ Discussion · p. 15
A more plausible match to actual social structure at the sympathy group level may be a 'hub and spokes' model in which support groups behave as densely connected cliques and sympathy-level relationships form the bridging spokes between support cliques.
“empirical evidence suggests that a more plausible match to actual social structure at the sympathy group level may be a 'hub and spokes' model in which support groups behave as densely connected cliques and sympathy-level relationships form the bridging spokes between support cliques (Roberts, 2010).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Roberts, 2010
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- Interpretationreasoning§ Trust in social relationships · p. 13
The stable points of trust correspond to the different kinds of relationships found in the various network layers.
“These stable points correspond to the different kinds of relationships found in the various network layers.”
Quote in the paperSubstantial claim - Premisecitation§ Trust in social relationships · p. 13
Interaction frequencies are one of the most reliable correlates of relationship strength in both humans and animals.
“Interaction frequencies are one of the most reliable correlates of relationship strength in both humans and animals (Dunbar & Shultz, 2010; Hays, 1989).”
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- cites Hays, 1989
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- Premisecitation§ Discussion · p. 15
Social networking sites afford maintenance of a larger number of weak ties in friends lists.
“Social networking sites do afford maintenance of a larger number of weak ties in friends lists (Donath & Boyd, 2004; Joinson, 2008; Lampe et al. , 2006); however, there is”
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- cites Joinson, 2008
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- Interpretationreasoning§ Trust in social relationships · p. 12
If individuals socially groom each other frequently over an extended period, the level of mutual trust should increase to the stage where emotion (pleasure in the Alter's company) becomes more important than the rewards of collaboration per se.
“If individuals socially 'groom' each other frequently over an extended period of time, the level of mutual trust should increase to the stage where emotion (i.e., pleasure in the Alter's company) becomes more important than the rewards of collaboration per se .”
Quote in the paperNot a substantial claim - Interpretationcitation§ Trust in social relationships · p. 13
Kin relationships may follow a different model from non-kin, since they seem to show more resilience to low maintenance.
“Of course, kin relationships may follow a different model, since they seem to show more resilience to low maintenance (Roberts & Dunbar, in press).”
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- May combine two claims. 27
- Classified as probably not a substantial claim. 11
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Findingown data§ Trade-offs and constraints · p. 7Data from the authors' sample of ~300 complete personal social networks show that humans invest much more time and effort in some relationships (especially the inner core of five intimates) than in others, with frequency of contact with Alters declining as a steep negative exponential function of network layer.
“More importantly, the data from our sample of ∼ 300 complete personal social networks clearly demonstrate that humans invest much more time and effort in some relationships (especially those in the inner core of five intimates) than in others, with frequency of contact with Alters declining as a steep negative exponential function of network layer (Figure 3).”
Quote in the paperSubstantial claimMay combine two claims.
Premisecitation§ Relationships, group size, and the structure of social networks · p. 4The innermost two layers are the support clique of 4-5 and the sympathy group of 12-15; next are the affinity group of around 50 and the active network of 150.
“In humans, the innermost two layers have been identified as the support clique of 4-5 and the sympathy group of 12-15”
- Also stated in: § Relationships, group size, and the structure of social networks · p. 4 · plain
“These are followed by the affinity group (or band in the ethnographic literature) of around 50 and the active network (clan in the ethnographic literature) of 150 individuals.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Dunbar & Spoors, 1995
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- cites Stiller & Dunbar, 2007
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- Also stated in: § Relationships, group size, and the structure of social networks · p. 4 · plain
May combine two claims.
Premisecitation§ Relationships, group size, and the structure of social networks · p. 3The primate social brain hypothesis predicts an average human group/community size of around 150, a value documented across social, cultural, and historical circumstances.
“Applied to humans, the primate SBH relationship predicts an average group (i.e., community) size of around 150, a value that has been documented in a wide range of social, cultural, and historical circumstances”
- Also stated in: § Relationships, group size, and the structure of social networks · p. 3 · boosted
“This convergence between whole group size and egocentric network size is striking”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Dunbar, 1993
Not checked in the free run.
- cites Hamilton et al., 2007
Not checked in the free run.
- cites Hill & Dunbar, 2003
Not checked in the free run.
- Also stated in: § Relationships, group size, and the structure of social networks · p. 3 · boosted
May combine two claims.
Premisecitation§ Relationships and the social brain: Integrating psychological and evolutionary perspectives · p. 1The layers scale by an approximate multiple of 3, with characteristic sizes around 5, 15, 50, and 150.
“Each layer increases relationship numbers by an approximate multiple of 3 (5-15-50-150)”
- Also stated in: § Relationships, group size, and the structure of social networks · p. 3 · plain
“These layers (which are hierarchically inclusive) lie at around 5, 15, 50, and 150 individuals”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Hill & Dunbar, 2003
Not checked in the free run.
- cites Zhou et al., 2005
Not checked in the free run.
- Also stated in: § Relationships, group size, and the structure of social networks · p. 3 · plain
May combine two claims.
Premisecitation§ Trust in social relationships · p. 11The maintenance of coherent, long-lasting relationships depends on at least two key constraints: the time required to establish and maintain a relationship and the cognitive demands of maintaining a functional mental database for social information.
“The maintenance of coherent, long-lasting relationships seems likely to depend on at least two key constraints: the time required to establish and maintain a relationship and the cognitive demands of maintaining a functional mental database that can be used to manipulate information about one's social world (Dunbar, 2008).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dunbar, 2008
Not checked in the free run.
May combine two claims.
Premisecitation§ Trade-offs and constraints · p. 8Benefits are asymptotic for groups with tasks that require close coordination; larger task groups commonly fail to perform in proportion to their size due to free riding, loss of motivation, and process losses.
“Research in the social psychology of group work confirms that benefits are asymptotic for groups with tasks that require close coordination. Larger task groups commonly fail to perform in proportion to their size (Steiner, 1972) for a number of reasons, including free riding and loss of motivation (Kerr, 1983), as well as process losses”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Steiner, 1972
Not checked in the free run.
- cites Kerr, 1983
Not checked in the free run.
- cites Diehl & Stroebe, 1991
Not checked in the free run.
May combine two claims.
Premisecitation§ Trust in social relationships · p. 12Exchange relationships among non-kin necessarily rely on trust that other network members will cooperate or reciprocate when required and that none will deliberately undermine or abuse the relationship.
“Many of the relationships we have discussed involve reciprocation of commitment or exchange relationships among non-kin that necessarily rely on trust - trust that (1) other members of one's network will cooperate or reciprocate when required to do so and (2) none will deliberately undermine or abuse that relationship (Dunbar, 1998a).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dunbar, 1998a
Not checked in the free run.
May combine two claims.
Premisecitation§ Trade-offs and constraints · p. 7Intimate relationships provide a level of emotional intensity that is crucial in creating close friendships, thereby facilitating close support coalitions.
“we follow both Brown and Brown (2006) in arguing that intimate relationships provide a level of emotional intensity that is crucial in creating close friendships, thereby facilitating the formation of close support coalitions”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Brown & Brown, 2006
Not checked in the free run.
May combine two claims.
Interpretationreasoning§ Trade-offs and constraints · p. 11Selection pressures driving the emergence of a particular layer do not limit the functionality of that layer; selection acts on the psychological mechanisms that enable a group of a particular size to be realized.
“It is worth emphasizing here that the selection pressures driving the emergence of a particular layer do not limit the functionality of that layer; rather, selection acts on the psychological mechanisms that enable a group of a particular size to be realized”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Trust in social relationships · p. 12Trust evolved to enhance collaboration through improved abilities to assess trustworthiness and detect deceit in social interactions.
“McCabe (2002) argues that trust evolved to enhance collaboration through improved abilities to assess trustworthiness and detect deceit in social interactions.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites McCabe, 2002
Not checked in the free run.
May combine two claims.
Interpretationreasoning§ Trade-offs and constraints · p. 9Some resource types (e.g., emotional support) have high fitness valency, asymptote at an absolutely higher level but earlier; other resources (generalized exchange) rise to a lower asymptote more slowly.
“Some resource types (e.g., emotional support) have high fitness valency, and thus asymptote at an absolutely higher level, but reach that asymptote earlier because they impose comparatively high demands; in contrast, other resources (generalized exchange relationships for childcare and other reciprocated benefits) rise to a lower asymptote more slowly”
Quote in the paperSubstantial claimMay combine two claims.
Premisecitation§ Trade-offs and constraints · p. 11Around 75% of introductions to future life partners come through the first three steps in the social network, probably equivalent to the 150 layer of egocentric networks.
“Christakis and Fowler (2010) note that around 75% of introductions to future life partners come through the first three steps in the social network (i.e., the friends of friends of friends), which is probably equivalent to the 150 layer of egocentric networks.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Christakis & Fowler, 2010
Not checked in the free run.
May combine two claims.
Premisecitation§ Relationships, group size, and the structure of social networks · p. 6Consistent behaviour differences have been reported for different levels of relationship intensity, with close/best friendships involving more interaction, emotional and informational support, and less dependence on contact opportunities than casual friendships.
“In sum, consistent behaviour differences have been reported for different levels of relationship intensity.”
- Also stated in: § Relationships, group size, and the structure of social networks · p. 5 · plain
“Hays (1989) compared close and casual friendships and found that close friendships showed more interactions during the week, across a wider range of days, times, and locations than casual friendships. In terms of benefits received, close friends offered more emotional and informational support than casual ones.”
- Also stated in: § Relationships, group size, and the structure of social networks · p. 5 · plain
“Rose and Serafica (1986) found that casual friends required less emotional involvement than best or close friends, but were more dependent on opportunities for contact.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Hays, 1989
Not checked in the free run.
- cites Rose & Serafica, 1986
Not checked in the free run.
- cites Oswald et al., 2004
Not checked in the free run.
- Also stated in: § Relationships, group size, and the structure of social networks · p. 5 · plain
May combine two claims.
Premisereasoning§ Trade-offs and constraints · p. 10Overnight camp groups depend on much weaker ties linking families or other clusters and are relatively unstable in hunter-gatherer societies, changing membership on a scale of months.
“Overnight camp groups depend on much weaker ties (Figure 3) linking families or other clusters. As a result, these larger groups are relatively unstable in hunter-gatherer societies, and tend to change membership on a scale of months”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Interpretationreasoning§ Trade-offs and constraints · p. 9The trade-off is between spreading oneself thinly to gain many potential allies and concentrating social time more conservatively to build a higher level of trust among a smaller number of allies.
“The trade-off is between spreading oneself thinly to gain many potential allies, and concentrating social time more conservatively to build a higher level of trust among a smaller number of allies.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationcitation§ Trade-offs and constraints · p. 11Information exchange and access to resources may drive weak ties in the outer layer; the more people an individual knows and socializes with, the better their information flow and survival intelligence.
“Another driver for forming weak ties in this outer layer may be information exchange and access to resources. The more people an individual knows and socializes with, the better that individual's information flow ( sensu Granovetter, 1973), and hence the better their survival intelligence”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Granovetter, 1973
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based).
Interpretationnone given§ Trade-offs and constraints · p. 10The 150 layer is composed of individuals who are socially familiar with most other members of the larger collective, with clusters linked together in a 'small world' structure.
“This layer is composed of individuals who are socially familiar with most other members of the larger collective, with clusters linked together in a 'small world' structure.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Interpretationnone given§ Relationships, group size, and the structure of social networks · p. 6The layers of relationships are designed to deal with different kinds of functions and/or constraints.
“One plausible explanation for the layering of relationships in human personal social networks is that the layers (i.e., the different relationship types) are designed to deal with different kinds of functions and/or constraints.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationreasoning§ Trade-offs and constraints · p. 7Intimates provide close emotional support that allows fine-tuning of emotional well-being and stress reduction and interfacing with the wider social world.
“Intimates identify a set of individuals who provide (and/or require) close emotional support that allows us to fine-tune emotional well-being and stress reduction as well as enabling us to interface with the wider social world.”
Quote in the paperSubstantial claimMay combine two claims.
Premisecitation§ Relationships, group size, and the structure of social networks · p. 5There is considerable support in the literature for at least the two inner layers, with studies reporting comparable network sizes (intimate ~5, active ~12.5; name-generation ~15).
“there is considerable support in the literature for at least the two inner layers”
- Also stated in: § Relationships, group size, and the structure of social networks · p. 5 · plain
“Using an intimate (socially close) versus routine (actively maintained) classification, Wellman, Carrington, and Hall (1988) found a mean of 5.0 intimate ties and 12.5 active ties”
- Also stated in: § Relationships, group size, and the structure of social networks · p. 5 · hedged
“Name-generation studies of relationships, which elicit stronger ties by using a number of questions as cues give a fairly consistent mean network size of approximately 15 individuals”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Wellman et al., 1988
Not checked in the free run.
- cites Dunbar & Spoors, 1995
Not checked in the free run.
- cites Fischer, 1982
Not checked in the free run.
- Also stated in: § Relationships, group size, and the structure of social networks · p. 5 · plain
May combine two claims.
Interpretationreasoning§ Trust in social relationships · p. 13Strong ties with non-kin in the inner circle of around 5 take longer to develop and have to rise to a higher level of trust than medium or weak ties (corresponding to the 50 and 150 outer layers).
“Strong ties with non-kin in the inner circle of around 5 take longer to develop and have to rise to a higher level of trust than medium or weak ties (i.e., those corresponding to the 50 and 150 outer layers).”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationreasoning§ Trust in social relationships · p. 12Emotional engagement provides the basis for future commitment, and the level of pleasure in Alter's company can serve as an index of how much they can be relied on.
“This emotional engagement then provides the basis for future commitmentwheneverthismightbeneeded,andthelevelofpleasureinAlter's company can serve as an index of how much they can be relied on.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone given§ Trust in social relationships · p. 13At the highest level of trust, an affect buffer comes into play and buffers the tie against isolated negative events.
“At the highest level of trust, an affect buffer comes into play and buffers the tie against isolated negative events.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationreasoning§ Discussion · p. 16The cost-benefit trade-offs could link to behaviour that enhances fitness and survival at the individual level, in the form of improved survival of offspring and parents through reciprocal social support.
“The cost-benefit trade-offs could link to behaviour that enhances fitness and survival at the individual level, in the form of improved survival of offspring and parents through reciprocal social support.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ Discussion · p. 14A set of cost-benefit trade-offs governs the distribution of individuals' social investment in others, and the cost-benefit profile differs for different layers.
“we posit that a set of cost-benefit trade-offs governs the distribution of individuals' social investment in others, and that the cost-benefit profile differs for different layers.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationreasoning§ Trust in social relationships · p. 13Weak ties are relatively immune to insults due to their low trust level.
“Weak ties are relatively immune to such insults due to their low trust level.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ Affective and cognitive correlates of tie strength · p. 14Stronger ties tend to be more stable over time, whereas weaker ties are more liable to change.
“As would be expected by the steeper investment in the closest circles of support clique and sympathy group, stronger ties do tend to be more stable over time (e.g., Ledbetter, Griffin, & Sparks, 2007), whereas weaker ties are more liable to change.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ledbetter, Griffin, & Sparks, 2007
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based). May combine two claims.
Interpretationnone given§ Trust in social relationships · p. 13Trust rises as a function of frequency of interaction, but there are a series of levels that trust naturally stabilizes at; trust can rise above these stable points only if significant additional social effort is invested in the relationship.
“although trust rises (perhaps linearly) as a function of the frequency of interaction, there are a series of levels that trust naturally stabilizes at (represented by the plateaux); trust can rise above these stable points only if significant additional social effort is invested in the relationship.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Increasing frequency of interaction results in increased levels of trust.
Probably not a substantial claim: may not pass S4 (based).
Interpretationreasoning§ Discussion · p. 14One underlying mechanism that governs the allocation of social investment in different layers may be the trust formation process, which creates an 'affect buffer' that makes strong ties less susceptible to decay.
“One underlying mechanism that governs the allocation of social investment in different layers may be the trust formation process, which creates an 'affect buffer' that makes strong ties less susceptible to decay.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationreasoning§ Discussion · p. 14This affect buffer might function to free up more social time for Ego to invest in other relationships.
“This affect buffer might function to free up more social time for Ego to invest in other relationships.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationcitation§ Trust in social relationships · p. 12The degree of trust is closely related to emotional closeness; as a relationship becomes closer, affect reduces the need to consciously calculate trust, alleviating the cognitively costly theory of mind burden in tracking very close (support group) relationships.
“The degree of trust is therefore closely related to emotional closeness; however, as a relationship becomes closer, affect reduces the need to consciously calculate trust, and hence alleviates the cognitively costly theory of mind burden (Powell, Lewis, Dunbar, Garc´ ıa-Fi˜ nana, & Roberts, 2010) in tracking very close (support group) relationships.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Powell, Lewis, Dunbar, Garc´ ıa-Fi˜ nana, & Roberts, 2010
Not checked in the free run.
May combine two claims.
Interpretationreasoning§ Affective and cognitive correlates of tie strength · p. 14Sympathy group relationships are more fluid and reflect individuals' different interests beyond the cluster; more broadly, relationships become increasingly diffuse and less well integrated as one moves out through the layers.
“Sympathy group relationships should be more fluid and reflect individuals' different interests beyond the cluster; more broadly, relationships will become increasingly diffuse and less well integrated as one moves out through the layers.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationreasoning§ Trust in social relationships · p. 13Medium ties are more sensitive to insults and exhibit an immediate decline in trust following an insult, after which trust may rebuild.
“However, medium ties are more sensitive, and exhibit an immediate decline in trust following an insult, after which trust may rebuild.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationcitation§ Discussion · p. 16Relationships and trust formation may reflect constraints imposed by social cognitive capacities such as theory of mind, in that memory for managing relationships is limited not only by absolute capacity but also by accuracy and recency.
“First, relationships and, inter alia , trust formation may reflect constraints imposed by social cognitive capacities such as theory of mind (Stiller & Dunbar, 2007) in that memory for managing relationships is limited not only by absolute capacity but also by accuracy and recency.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Stiller & Dunbar, 2007
Not checked in the free run.
May combine two claims.
Interpretationreasoning§ Trust in social relationships · p. 13Strong ties exhibit more resilience to unfriendly interactions, giving intimate friends the benefit of the doubt, whereas sympathy group relationships are more susceptible to variation in trust in response to unfriendly interactions, reflecting a conscious, calculative mode.
“Strong ties exhibit more resilience to unfriendly interactions, giving intimate friends the benefit of the doubt, whereas sympathy group relationships will be more susceptible to variation in trust in response to unfriendly interactions, reflecting a conscious, calculative mode.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationreasoning§ Discussion · p. 15Both the online debate on numbers of friends and surveys of actual friends' listings on individual sites strongly conform to the predictions of the social brain model.
“If anything, both the online debate on numbers of friends and surveys of actual friends' listings on individual sites strongly conform to the predictions of the social brain model.”
Quote in the paperNot a substantial claim
The authors state this as an assumption.
Costs rise more or less linearly with the number of relationships that have to be maintained, and do so more steeply for relationships that require more intense relationships, while the benefits themselves are asymptotic.
“We assume that costs rise more or less linearly with the number of relationships that have to be maintained, and do so more steeply for relationships that require more intense relationships (high- vs. low-costs lines), while the benefits themselves are asymptotic”
The authors state this as an assumption.
Increasing frequency of interaction results in increased levels of trust.
“The model assumes that increasing frequency of interaction results in increased levels of trust.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Building close personal ties with individuals relies more on frequently repeated one-on-one (or small group) interactions in which individuals have the opportunity to talk and observe each other at close quarters to build up an idea of a potential social partner's trustworthiness and usefulness as a coalition partner.
“By contrast, building close personal ties with individuals relies more on frequently repeated one-on-one (or small group) interactions in which individuals have the opportunity to talk and observe each other at close quarters to build up an idea of a potential social partner’s trustworthiness and usefulness as a coalition partner [15].”
From The ice-breaker effect: Singing mediates fast social bonding (2015) · cites this paper as [15]
Creating and maintaining personal relationships requires sufficient time investment, but finite time budgets place a limit on the number of personal relationships that an individual can maintain through one-on-one interactions.
“Creating and maintaining personal relationships requires sufficient time investment, but finite time budgets place a limit on the number of personal relationships that an individual can maintain through one-on-one interactions [15–17].”
From The ice-breaker effect: Singing mediates fast social bonding (2015) · cites this paper as [15]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
First network layer contains more Alters than the sample permits
MinorThe first layer contains at most five Alters per woman. Across 295 women, it could therefore contain at most 1,475 Alters, not the reported 4,770.
Reported 4770 · recomputed 1475
“Sample sizes (L to R): 4770, 5209, 1934, 3288, 3342 Alters.”
Medium ties are assigned to different network layers
MinorOne passage assigns medium ties to the 50 layer, while the Figure 5 caption assigns them to the 15 layer.
“Strong ties with non-kin in the inner circle of around 5 take longer to develop and have to rise to a higher level of trust than medium or weak ties (i.e., those corresponding to the 50 and 150 outer layers).”
“three main network layers (strong, medium, and weak ties, notionally corresponding to the 5, 15, and 150 layers, respectively).”
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- Authors
- Sutcliffe, A., Dunbar, R., Binder, J., & Arrow, H.
- Affiliations
- British Academy (GB)
- University of Manchester (GB)
- University of Oregon (US)
- Venue
- British Journal of Psychology
- Publisher
- Wiley
- Published
- 2011-07-25
- Volume
- 103
- Issue
- 2
- Pages
- 149-168
- ISSN
- 0007-1269 (ISSN-L)
- 2044-8295
- OpenAlex
- W2115437174
- Semantic Scholar
- 35f23da54656b096dcc341c2d1218add8252011f
- Cited by
- 415
- References
- 113
- Citations by year
- 2026: 13 · 2025: 17 · 2024: 23 · 2023: 20 · 2022: 33 · 2021: 76 · 2020: 44 · 2019: 20 · 2018: 25 · 2017: 33 · 2016: 26 · 2015: 34 · 2014: 24 · 2013: 17 · 2012: 7
- FWCI
- 2.14
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- British Journal of Psychology (publishedVersion)
- PubMed (publishedVersion)
- Nottingham Trent University's Institutional Repository (Nottingham Trent Repository) (submittedVersion)
- Scholars' Bank (University of Oregon) (submittedVersion)
- Funders
- Engineering and Physical Sciences Research Council (EP/D05088X/1)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Evolutionary Psychology and Human Behavior
- Social Sciences › Psychology › Social Psychology › Attachment and Relationship Dynamics
- Social Sciences › Sociology and Political Science › Social Power and Status Dynamics
- Keywords
- social networks, strong and weak ties, social brain, evolutionary psychology, social psychology of relationships, cost-benefit trade-off, trust, intimacy, personal networks, parent-offspring relationships, romantic relationships, friendship
- MeSH terms
- Brain, Cognition, Emotions, Biological Evolution, Family Relations, Group Processes, Humans, Interpersonal Relations, Object Attachment, Social Support, Friends, Trust
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.
Statistics and arithmetic are recomputed, not judged.
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