Leadership, consensus decision making and collective behaviour in humans
Open accessAbstract
This paper reviews the literature on leadership in vertebrate groups, including recent work on human groups, before presenting the results of three new experiments looking at leadership and decision making in small and large human groups. In experiment 1, we find that both group size and the presence of uninformed individuals can affect the speed with which small human groups (eight people) decide between two opposing directional preferences and the likelihood of the group splitting. In experiment 2, we show that the spatial positioning of informed individuals within small human groups (10 people) can affect the speed and accuracy of group motion. We find that having a mixture of leaders positioned in the centre and on the edge of a group increases the speed and accuracy with which the group reaches their target. In experiment 3, we use large human crowds (100 and 200 people) to demonstrate that the trends observed from earlier work using small human groups can be applied to larger crowds. We find that only a small minority of informed individuals is needed to guide a large uninformed group. These studies build upon important theoretical and empirical work on leadership and decision making in animal groups.
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Written from the paper’s full text.
TL;DR
This paper reviews leadership in vertebrate groups and presents three human group experiments showing that uninformed individuals, leader spatial positioning, and a small informed minority shape consensus movement decisions. The results extend small-group findings to large crowds, though the large-crowd work is largely anecdotal.
Key findings
- Experiment 1 (22 mixed-sex groups of eight) found that groups with uninformed individuals took significantly longer to reach the periphery than groups in the 2 versus 2 or 4 versus 4 treatments (GLMM: F2,42=12.417, p<0.0001), with no significant difference between 2 versus 2 and 4 versus 4. Group splitting also differed by treatment (F2,42=15.604, p<0.0001): 4 versus 4 groups split more than uninformed-present or 2 versus 2 groups; 9/13 splits (69%) in 4 versus 4 were into two groups of four, while 5/7 splits (71%) in the uninformed-present treatment were into groups of six and two. Deviation from target did not differ significantly (F2,42=0.0583, p=0.944), with most groups scoring no deviation (19/22, 20/22, and 21/22 across treatments).
- Experiment 2 (15 mixed-sex groups of ten) found that spatial positioning of informed individuals affected speed and accuracy. Time to periphery differed by treatment (F3,42=3.712, p=0.0186), with one informed individual in the core and one on the periphery reaching the perimeter significantly faster than two core leaders or two leaders on opposite sides. Deviation from target also differed (F3,42=3.798, p=0.0170), with the mixed core/periphery treatment deviating significantly less than all other treatments.
- Experiment 3 used large crowds of 100 and 200 people. At least 5% of group members had to be informed to lead the group with reasonable effectiveness (90% of the group) to the target; with 10% informed, the whole group reached the target without a split. In a 20 versus 10 conflict, the majority initially moved toward the 20-informed target, but after about 110 s the 10 informed individuals also reached their target and took at least 40% of the group with them, leaving a bridge and oscillation between targets. With no informed individuals, the group formed a torus after approximately 30 s, ranging between 14 and 17 m in diameter.
Methods
- The paper first reviews literature on leadership in vertebrate groups, then reports three new experiments. Experiment 1 took place February–March 2006 at the University of Leeds and University of Wales at Bangor with 22 mixed-sex groups of eight undergraduate students in a 10 m circular arena with targets 1–16. Treatments were 2 versus 2 (group size 4), uninformed present (two informed plus four uninformed, group size 8), and 4 versus 4 (group size 8); participants could not talk or gesture, and experiments were double-blind.
- Experiment 2 took place January 2006–March 2007 at Leeds and Bangor with 15 mixed-sex groups of ten undergraduate students in the same arena setup. Four treatments varied the starting positions of two informed individuals with the same target direction: mixed (one core, one periphery), close (both periphery), far (opposite periphery), and 2 core.
- Experiment 3 took place 4 March 2007 in Cologne and 5 May 2007 in Freiburg with volunteers aged 18–70 in a 50 m circular arena with targets 1–12. A single group of 200 was tested in five treatments (20 leaders, five leaders, 10 leaders, no informed control, and 20 versus 10 conflict); the uninformed and 10-leader treatments were repeated with a group of 100. Statistical analyses for experiments 1 and 2 used generalized linear mixed models in R v. 2.5.1 with quasi-Poisson or binomial error distributions and FDR correction for pairwise comparisons.
Limitations
- The paper states that experiment 3 yields mainly anecdotal evidence because of a small sample size consisting in part of a single group of 200 people and, for some treatments, an additional group of 100 people, due to logistical difficulties in testing such large groups. It also states that the arena was not large enough to decide whether the conflict group would have reached the majority-preferred target cohesively or split.
- Evident from the text: experiments 1 and 2 used undergraduate students, and experiment 3 used volunteers responding to TV or radio advertisements, so the samples may not represent broader populations. The no-talking/no-gesture protocol was designed to minimize active information transfer and may not capture all real-world human group decision making.
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Claims the paper makes
0 of 43 cited sources checked · 0 supported · 0 flagged
- Findingown data§ Abstract
In experiment 2, having a mixture of leaders positioned in the centre and on the edge of a group increases the accuracy with which the group reaches their target.
“We find that having a mixture of leaders positioned in the centre and on the edge of a group increases the speed and accuracy with which the group reaches their target.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ Abstract
In experiment 1, the presence of uninformed individuals affects the likelihood of the group splitting.
“In experiment 1, we find that both group size and the presence of uninformed individuals can affect the speed with which small human groups (eight people) decide between two opposing directional preferences and the likelihood of the group splitting.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ Abstract
In experiment 3, only a small minority of informed individuals is needed to guide a large uninformed group.
“We find that only a small minority of informed individuals is needed to guide a large uninformed group.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ Abstract
In experiment 2, having a mixture of leaders positioned in the centre and on the edge of a group increases the speed with which the group reaches their target.
“We find that having a mixture of leaders positioned in the centre and on the edge of a group increases the speed and accuracy with which the group reaches their target.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ Abstract
In experiment 2, the spatial positioning of informed individuals within small human groups (10 people) affects the speed of group motion.
“In experiment 2, we show that the spatial positioning of informed individuals within small human groups (10 people) can affect the speed and accuracy of group motion.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ Abstract
In experiment 1, group size affects the speed with which small human groups (eight people) decide between two opposing directional preferences.
“In experiment 1, we find that both group size and the presence of uninformed individuals can affect the speed with which small human groups (eight people) decide between two opposing directional preferences and the likelihood of the group splitting.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ Abstract
In experiment 1, the presence of uninformed individuals affects the speed with which small human groups (eight people) decide between two opposing directional preferences.
“In experiment 1, we find that both group size and the presence of uninformed individuals can affect the speed with which small human groups (eight people) decide between two opposing directional preferences and the likelihood of the group splitting.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ Abstract
In experiment 1, group size affects the likelihood of the group splitting.
“In experiment 1, we find that both group size and the presence of uninformed individuals can affect the speed with which small human groups (eight people) decide between two opposing directional preferences and the likelihood of the group splitting.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ Abstract
In experiment 2, the spatial positioning of informed individuals within small human groups (10 people) affects the accuracy of group motion.
“In experiment 2, we show that the spatial positioning of informed individuals within small human groups (10 people) can affect the speed and accuracy of group motion.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Findingown data§ 3. Results
There were no other significant differences between treatments in time to periphery in Experiment 2.
“There were no other significant differences between treatments in time to periphery (figure 2a).”
Quote in the paperNot a substantial claim - Findingown data§ 3. Results
Groups with uninformed individuals took significantly longer to reach the periphery than groups in the 2 versus 2 or 4 versus 4 treatments.
“Groups with uninformed individuals took significantly longer to reach the periphery than groups in the 2 versus 2 or 4 versus 4 treatments”
Quote in the paperSubstantial claim - Findingown data§ 3. Results
In Experiment 2, deviation from target differed significantly between treatments (GLMM PQL: F3,42=3.798, p=0.0170).
“Deviation from target differed significantly between treatments (GLMM PQL: F3,42=3.798, p=0.0170).”
Quote in the paperSubstantial claim - Findingown data§ 3. Results
The group then proceeded to become increasingly stretched out across the arena between the targets of the different informed individuals.
“The group then proceeded to become increasingly stretched out across the arena between the targets of the different informed individuals.”
Quote in the paperNot a substantial claim - Findingown data§ 3. Results
The same collective behaviour also occurred with a group size of 100 people without informed individuals.
“The same collective behaviour also occurred with a group size of 100 people without informed individuals.”
Quote in the paperNot a substantial claim - Findingown data§ 3. Results
In the conflict treatment with 20 versus 10 informed individuals, within 60 s approximately half of the group were together at the target of the 20 informed individuals, while the other half were still fairly close to the centre of the arena joined to the other group by a bridge of people being exchanged between the groups.
“Within 60 s, approximately half of the group were together at the target of the 20 informed individuals, while the other half were still fairly close to the centre of the arena joined to the other group by a bridge of people being exchanged between the groups.”
Quote in the paperSubstantial claim - Findingown data§ 2. Material and methods
In no cases were the response variables affected by treatment order.
“In no cases were the response variables affected by treatment order and so this variable was removed from the model and further analysis.”
Quote in the paperNot a substantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Rests on an assumption: The observers' judgments of when a group member came within 50 cm of the perimeter were accurate.
- Findingown data§ 3. Results
The likelihood of a group splitting was significantly affected by treatment (GLMM PQL: F2,42=15.604, p<0.0001).
“The likelihood of a group splitting was significantly affected by treatment (GLMM PQL: F2,42=15.604, p<0.0001).”
Quote in the paperSubstantial claim - Findingown data§ 3. Results
If 10 per cent of the members were informed, the whole group reached the target without a split.
“If 10 per cent of the members were informed, the whole group reached the target without a split (see appendix 1 in the electronic supplementary material).”
Quote in the paperSubstantial claim - Findingown data§ 3. Results
In the uninformed present treatment, five out of seven group splits (71%) were into one group of six and another group of two individuals.
“In the uninformed present treatment, five out of seven group splits (71%) were into one group of six and another group of two individuals.”
Quote in the paperNot a substantial claim - Findingown data§ 3. Results
In Experiment 2, the time taken to reach the periphery differed significantly between treatments (GLMM PQL: F3,42=3.712, p=0.0186).
“The time taken to reach the periphery differed significantly between treatments (GLMM PQL: F3,42=3.712, p=0.0186).”
Quote in the paperSubstantial claim - Findingown data§ 3. Results
In the 2 versus 2 treatment, all five group splits (100%) were into two separate groups of two individuals.
“In the 2 versus 2 treatment, all five group splits (100%) were into two separate groups of two individuals.”
Quote in the paperNot a substantial claim - Findingown data§ 3. Results
In Experiment 1, the time taken to reach the periphery differed significantly between treatments (GLMM PQL: F2,42=12.417, p<0.0001).
“The time taken to reach the periphery differed significantly between treatments (GLMM PQL: F2,42=12.417, p<0.0001).”
Quote in the paperSubstantial claim - Findingown data§ 3. Results
There was no difference in likelihood of splitting between the uninformed and 2 versus 2 treatments.
“but there was no difference between the uninformed and 2 versus 2 treatments (figure 1b).”
- Also stated in: § 4. Discussion · plain
“When the additional group members were uninformed, groups were no more likely to split (no significant difference between the 2 versus 2 and the uninformed present treatments).”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · plain
- Findingown data§ 3. Results
At least 5 per cent of group members had to be informed in order to lead the group with reasonable effectiveness (90% of the group) to the target.
“At least 5 per cent of group members had to be informed in order to lead the group with reasonable effectiveness (90% of the group) to the target (table 1).”
- Also stated in: § 4. Discussion · boosted
“First, we showed that a small informed minority (5%) could effectively guide a large uninformed group to a target.”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · boosted
- Findingown data§ 3. Results
Groups were significantly more likely to split in the 4 versus 4 treatment than in either the uninformed or 2 versus 2 treatment.
“Groups were significantly more likely to split in the 4 versus 4 treatment than in either the uninformed or 2 versus 2 treatment”
- Also stated in: § 4. Discussion · boosted
“Our results for the number of groups that split show that groups in the 4 versus 4 treatment split significantly more frequently than those in the 2 versus 2 and the uninformed present treatments.”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · boosted
- Findingown data§ 3. Results
There were no other significant differences between treatments in deviation from target in Experiment 2.
“There were no other significant differences between the treatments (figure 2b).”
Quote in the paperNot a substantial claim - Findingown data§ 3. Results
When there were no informed individuals, the group formed a torus with multiple lanes of people moving in opposite directions.
“When there were no informed individuals, the group formed a torus with multiple lanes of people moving in opposite directions (see appendix 3 in the electronic supplementary material).”
- Also stated in: § 4. Discussion · plain
“Third, when no directional information was given to any members of the group, we observed the formation of a torus as seen with smaller groups (Dyer et al. 2008).”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · plain
- Findingown data§ 2. Material and methods
Controls run with no circles on the floor confirmed that the same collective behaviours were found in the presence or the absence of these floor markings.
“Controls were run with no circles on the floor, which confirmed that the same collective behaviours were found in the presence or the absence of these floor markings.”
Quote in the paperNot a substantial claim- Rests on an assumption: Participants in experiment 3 followed the standardized instructions and their individual behavioural rules.
- Findingown data§ 3. Results
In the 4 versus 4 treatment, 9 out of 13 splits (69%) were into two separate groups of four individuals.
“In the 4 versus 4 treatment, 9 out of 13 splits (69%) were into two separate groups of four individuals.”
- Also stated in: § 4. Discussion · plain
“This is backed up by the fact that 9 out of 13 (69%) of group splits in the 4 versus 4 treatment were into two separate groups of four individuals.”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · plain
- Findingown data§ 3. Results
Groups with one informed individual starting in the core and one on the group periphery reached the perimeter in significantly less time than groups with two core leaders and groups with two leaders on opposite sides of the edge.
“Groups with one informed individual starting in the core and one on the group periphery reached the perimeter in significantly less time than groups with two core leaders and groups with two leaders on opposite sides of the edge.”
Quote in the paperSubstantial claim - Findingown data§ 3. Results
There was no significant difference between the 2 versus 2 and 4 versus 4 treatments in time to reach the periphery.
“there was no significant difference between groups in the 2 versus 2 and 4 versus 4 treatments (figure 1a).”
Quote in the paperNot a substantial claim - Findingown data§ 3. Results
Groups with informed individuals in core and peripheral positions deviated from their targets significantly less than groups in all other treatments.
“Groups with informed individuals in core and peripheral positions deviated from their targets significantly less than groups in all other treatments.”
Quote in the paperSubstantial claim - Findingown data§ 3. Results
There was no significant difference between treatments in deviation from target (GLMM PQL: F2,42=0.0583, p=0.944).
“Consequently, there was no significant difference between the treatments in deviation from target (GLMM PQL: F2,42=0.0583, p=0.944).”
Quote in the paperNot a substantial claim - Findingown data§ 4. Discussion
When there was a conflict in the information given to different informed individuals, the majority of the group initially went towards the target of the majority.
“Second, when there was a conflict in the information given to different informed individuals, the majority of the group initially went towards the target of the majority.”
Quote in the paperSubstantial claim - Premisecitation§ 1. Introduction
The Couzin et al. (2005) prediction about group decision making has received empirical support from work on pairs of homing pigeons (Columba livia domestica).
“This prediction has received empirical support from work on pairs of homing pigeons, C. l. domestica (Biro et al. 2006).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Biro et al. 2006
Not checked in the free run.
- Interpretationown data§ Abstract
In experiment 3, the trends observed from earlier work using small human groups can be applied to larger crowds (100 and 200 people).
“In experiment 3, we use large human crowds (100 and 200 people) to demonstrate that the trends observed from earlier work using small human groups can be applied to larger crowds.”
Quote in the paperSubstantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Interpretationown data§ 4. Discussion
Experiment 1 demonstrates the importance of uninformed individuals in the process of reaching consensus movement decisions.
“Experiment 1 demonstrates the importance of uninformed individuals in the process of reaching consensus movement decisions.”
Quote in the paperSubstantial claim - Interpretationown data§ 4. Discussion
It is likely that the increased splitting in the 4 versus 4 treatment occurs due to a 'strength in numbers' effect, whereby the two sets of informed individuals can split and still feel that they have stayed with the group.
“It is likely that the increased splitting in the 4 versus 4 treatment occurs due to a ‘strength in numbers’ effect, whereby the two sets of informed individuals can split and still feel that they have stayed with the group.”
Quote in the paperSubstantial claim - Premisecitation§ 1. Introduction
In Dyer et al. (2008), two informed individuals (25% of the group informed) were required to bring about a significant decrease in the time taken to reach the circle periphery.
“They found the effect on time to be less immediate with two informed individuals (25% of the group informed) being required to bring about a significant decrease in the time taken to reach the circle periphery.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dyer et al. (2008)
Not checked in the free run.
- Interpretationown data§ 4. Discussion
Increasing group size per se does not increase the time taken to reach the periphery.
“Interestingly, when we compare the 2 versus 2 treatment with the 4 versus 4 treatment we find that increasing group size per se does not increase the time taken to reach the periphery.”
Quote in the paperSubstantial claim - Interpretationown data§ 4. Discussion
In Experiment 2, the spatial starting position of informed individuals affects both the speed and the accuracy with which they can guide an uninformed group to a target.
“In experiment 2, we find that the spatial starting position of informed individuals affects both the speed and the accuracy with which they can guide an uninformed group to a target.”
Quote in the paperSubstantial claim - Study design and conductown data§ 2. Material and methods
All data failed to meet the preconditions required for parametric testing even after transformation.
“All data failed to meet the preconditions required for parametric testing even after transformation.”
Quote in the paperSubstantial claim - Interpretationown data§ 4. Discussion
Only the presence of uninformed individuals is associated with an increase in the time taken to reach the periphery.
“Only the presence of uninformed individuals is associated with an increase in this time.”
Quote in the paperSubstantial claim - Interpretationown data§ 2. Material and methods
There was no effect on subsequent trials of the four individuals watching the 2 versus 2 treatment from the side.
“This suggests that there was no effect on subsequent trials of the four individuals watching the 2 versus 2 treatment from the side.”
Quote in the paperNot a substantial claim- Rests on an assumption: Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
- Rests on an assumption: The observers' judgments of when a group member came within 50 cm of the perimeter were accurate.
- Premisecitation§ 1. Introduction
Dyer et al. (2008) found no evidence of a trade-off between the speed and accuracy of decision making.
“Interestingly, Dyer et al. (2008) found no evidence of a trade-off between the speed and accuracy of decision making as has been found from previous work on humans (Edwards 1965; Vitevitch 2002), ants (Franks et al. 2002, 2003, 2009), monkeys (Roitman & Shadlen 2002) and bees (Chittka et al. 2003).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Dyer et al. (2008)
Not checked in the free run.
- Premisecitation§ 1. Introduction
In Dyer et al. (2008), just one informed individual (12.5% of the group informed) could guide a mixed-sex group of eight people with great accuracy.
“Using mixed sex groups of eight people, they found that just one informed individual (12.5% of the group informed) could guide the group with great accuracy.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dyer et al. (2008)
Not checked in the free run.
- Interpretationcitation§ 1. Introduction
The results of Dyer et al. (2008) provide good initial empirical support for the predictions of Couzin et al. (2005).
“These results provide good initial empirical support for the predictions of Couzin et al. (2005) but leave a number of questions unanswered: first, it is not clear what the role is of uninformed individuals in reaching consensus decisions.”
Quote in the paperSubstantial claim - Premisecitation§ 4. Discussion
Dyer et al. (2008) found support for the model of Couzin et al. (2005) showing that where differences in preference are large and where there is an imbalance in the number of individuals with each directional preference, human groups tend to choose the direction preferred by the majority.
“Dyer et al. (2008) have found support for the model of Couzin et al. (2005) showing that where differences in preference are large and where there is an imbalance in the number of individuals with each directional preference, human groups tend to choose the direction preferred by the majority.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Dyer et al. (2008)
Not checked in the free run.
- cites Couzin et al. (2005)
Not checked in the free run.
- Premisecitation§ 4. Discussion
Dyer (2008) did not find evidence that consensus decisions followed a quorum decision rule.
“However, in contrast to some recent studies (e.g. Ward et al. 2008; Franks et al. 2009; Sumpter & Pratt 2009), Dyer (2008) did not find evidence that consensus decisions followed a quorum decision rule.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Ward et al. 2008
Not checked in the free run.
- cites Franks et al. 2009
Not checked in the free run.
- cites Sumpter & Pratt 2009
Not checked in the free run.
- Premisecitation§ 1. Introduction
In Dyer et al. (2008), when a conflict was introduced in the preferences of informed individuals, the direction of group motion was almost always decided by the majority.
“Dyer et al. (2008) also tested scenarios where a conflict (different numbers of informed individuals were instructed to reach targets 180° apart) was introduced in the preferences of informed individuals, finding that the direction of group motion was almost always decided by the majority.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dyer et al. (2008)
Not checked in the free run.
- Interpretationown data§ 4. Discussion
The work indicates that this collective behaviour arises when people are in continuous motion without any strong directional cues.
“Our work indicates that this collective behaviour arises when people are in continuous motion without any strong directional cues.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 4. Discussion
The results suggest possible navigational benefits to animal groups from informed individuals being spread out through the group.
“Our results suggest possible navigational benefits to animal groups from informed individuals being spread out through the group.”
Quote in the paperSubstantial claim - Interpretationown data§ 4. Discussion
Having one informed individual starting in the centre and one starting on the periphery of the group is the most effective way of guiding the group quickly and accurately to a target.
“We find that having one informed individual starting in the centre and one starting on the periphery of the group is the most effective way of guiding the group quickly and accurately to a target.”
Quote in the paperSubstantial claim - Interpretationown data§ 4. Discussion
In Experiment 3, the study found anecdotal evidence that the results of Dyer et al. (2008) on small human crowds (eight individuals) can be scaled up to large human crowds (100 or 200 individuals).
“In experiment 3, we found anecdotal evidence that the results of Dyer et al. (2008) on small human crowds (eight individuals) can be scaled up to large human crowds (100 or 200 individuals).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dyer et al. (2008)
Not checked in the free run.
- Interpretationreasoning§ 4. Discussion
It is likely that the mixed treatment is most effective due to the benefits of having the two different types of leader.
“It is likely that the mixed treatment is most effective due to the benefits of having the two different types of leader.”
Quote in the paperSubstantial claim - Premisecitation§ 4. Discussion
The results are in line with the model of Aube & Shield (2004), which predicted that having leaders positioned in a mix of places (centre, peripheral and distant) meant that more people could be saved in a shorter time from a simulated evacuation scenario.
“Our results are in line with the model of Aube & Shield (2004), which predicted that having leaders positioned in a mix of places (centre, peripheral and distant) meant that more people could be saved in a shorter time from a simulated evacuation scenario.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aube & Shield (2004)
Not checked in the free run.
- Premisecitation§ 4. Discussion
Leca et al. (2003) found that white-faced capuchin monkeys starting from core positions were more likely to initiate group movements than those on the edge of a group.
“Leca et al. (2003) found that white-faced capuchin monkeys starting from core positions were more likely to initiate group movements than those on the edge of a group.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Leca et al. (2003)
Not checked in the free run.
- Interpretationreasoning§ 4. Discussion
The other leader in the core position, although initially more constrained and surrounded by people, may be able to influence more uninformed individuals through his/her movements towards the target.
“while the other leader in the core position, although being initially more constrained and surrounded by people, may be able to influence more uninformed individuals through his/her movements towards the target.”
Quote in the paperSubstantial claim - Premisecitation§ 4. Discussion
Beckman et al. (2006) found evidence that informed scout bees guide largely uninformed swarms to a new nest site by flying through the swarm indicating the direction of travel.
“Beckman et al. (2006) found evidence that informed scout bees guide largely uninformed swarms to a new nest site by flying through the swarm indicating the direction of travel.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Beckman et al. (2006)
Not checked in the free run.
- May combine two claims. 16
- Classified as probably not a substantial claim. 34
May combine two claims.
Findingown data§ 3. ResultsThe torus formed after approximately 30 s and ranged between 14 and 17 m in diameter.
“The torus formed after approximately 30 s and ranged between 14 and 17 m in diameter (figure 4a).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ 3. ResultsA bridge of people remained between the two targets with a constant oscillation of people between the two targets.
“A bridge of people remained between the two targets with a constant oscillation of people between the two targets (see appendix 2 in the electronic supplementary material).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data§ 3. ResultsThe torus was not stationary and moved position within the arena.
“The torus was not stationary and moved position within the arena (figure 4b).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ 3. ResultsAfter approximately 110 s the 10 informed individuals had also reached their target and managed to take at least 40 per cent of the group with them.
“After approximately 110 s the 10 informed individuals had also reached their target and managed to take at least 40 per cent of the group with them.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ 3. ResultsMost groups were highly accurate, finishing at their targets and scoring no deviation: 19/22 groups in the 2 versus 2 treatment, 20/22 in the uninformed treatment, and 21/22 in the 4 versus 4 treatment.
“Most groups were highly accurate, finishing at their targets and therefore scoring no deviation (19/22 groups in the 2 versus 2 treatment, 20/22 groups in the uninformed treatment and 21/22 groups in the 4 versus 4 treatment).”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Premisecitation§ 1. IntroductionWhen individual differences are large (more than 120°), the group decides in favour of one set of informed individuals.
“However, when individual differences are large (more than 120°) then the group decides in favour of one set of informed individuals.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Couzin et al. (2005)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 1. IntroductionThe Couzin et al. (2005) model predicts that a small proportion of informed individuals (approx. 5% of group members) can accurately guide an uninformed group.
“Couzin et al. (2005) predicted that a small proportion of informed individuals (approx. 5% of group members) can accurately guide an uninformed group and that for any given group size the accuracy of group motion increases as the proportion of informed individuals is increased.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Couzin et al. (2005)
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Premisecitation§ 1. IntroductionFor any given group size, the accuracy of group motion increases as the proportion of informed individuals is increased.
“Couzin et al. (2005) predicted that a small proportion of informed individuals (approx. 5% of group members) can accurately guide an uninformed group and that for any given group size the accuracy of group motion increases as the proportion of informed individuals is increased.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Couzin et al. (2005)
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Premisecitation§ 1. IntroductionConsensus decisions are important for both animal and human groups because they allow groups to remain together despite individual differences in preference and help prevent individuals from losing the benefits associated with being part of a large group.
“They are very important for both animal and human groups as they allow groups to remain together despite individual differences in preference and consequently help prevent individuals from losing the benefits associated with being part of a large group (Conradt & Roper 2009; Sumpter & Pratt 2009).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Conradt & Roper 2009
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- cites Sumpter & Pratt 2009
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Premisecitation§ 1. IntroductionWhere there are conflicts in the preferences of informed individuals and the number of individuals with each preference is unequal, the group will always go with the majority of informed individuals.
“Furthermore, they predict that where there are conflicts in the preferences of informed individuals and the number of individuals with each preference is unequal, the group will always go with the majority of informed individuals.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Couzin et al. (2005)
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Premisecitation§ 1. IntroductionLeadership behaviour has been found in a number of vertebrate species across a range of taxa.
“Evidence of leadership behaviour has been found in a number of vertebrate species across a range of taxa, including ungulates (Leicester sheep, Ovis aries; Squires & Daws 1975; sable antelope, Hippotragus niger: Stine et al. 1982; Charolais heifers, Bos taurus; Dumont et al. 2005; zebras, Equus burchellii: Fischhoff et al. 2007), primates (gorillas, Gorilla gorilla beringei: Fossey 1972; chimpanze”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Squires & Daws 1975
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- cites Stine et al. 1982
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- cites Dumont et al. 2005
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Premisecitation§ 1. IntroductionA small minority of informed golden shiners (Notemigonus crysoleucas) could guide uninformed conspecifics from a preferred area of a tank to a less preferred brightly lit area where food was expected.
“Similarly, Reebs (2000, 2001) found that a small minority of informed fish (golden shiners N. crysoleucas) could guide uninformed conspecifics from a preferred area of a tank, to a less preferred brightly lit area where food was expected.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Reebs (2000, 2001)
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Premisecitation§ 1. IntroductionWhen the number of informed individuals with each preference is equal, the group averages over the preferences if the differences are small (less than 120°).
“When the number with each preference is equal, the group averages over the preferences if the differences are small (less than 120°).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Couzin et al. (2005)
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Premisecitation§ 1. IntroductionFour demonstrator guppies (Poecilia reticulata) could guide four uninformed conspecifics through a hole to escape an oncoming trawl net.
“Reader et al. (2003) demonstrated that four demonstrator guppies, Poecilia reticulata, could guide four uninformed conspecifics through a hole to escape an oncoming trawl net.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Reader et al. (2003)
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Premisecitation§ 1. IntroductionFront positions in fish shoals tend to be occupied by larger fish and food-deprived fish.
“Krause et al. (1998) found that front positions tended to be occupied by larger fish and food-deprived fish.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Krause et al. (1998)
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Premisecitation§ 1. IntroductionIn other vertebrate species, leadership can be more variable and there is no correlation with dominance.
“In other species, it has been demonstrated that leadership can be more variable and that there is no correlation with dominance (bar-headed geese A. indicus: Lamprecht 1992; zebra finches T. guttata: Beauchamp 2000; white-faced capuchins Cebus capucinus: Leca et al. 2003).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Lamprecht 1992
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- cites Beauchamp 2000
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- cites Leca et al. 2003
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Premisecitation§ 1. IntroductionA single individual in a front position could have a strong influence on an entire shoal of 16 roach (Rutilus rutilus).
“Bumann et al. (1997) showed that individuals in front positions in shoals of roach R. rutilus led the group, finding that just a single individual in a front position could have a strong influence on an entire shoal of 16 fish.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bumann et al. (1997)
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Premisecitation§ 1. IntroductionLarge knowledgeable fish are readily followed by small uninformed fish, whereas small knowledgeable fish are less readily followed by larger individuals.
“Reebs (2001) also found an influence of body size on leadership with large knowledgeable fish being readily followed by small uninformed fish whereas small knowledgeable fish were less readily followed by larger individuals.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Reebs (2001)
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Premisecitation§ 1. IntroductionIn some vertebrate species, groups tend to be led by dominant individuals.
“In some species, it has been shown that groups tend to be led by dominant individuals (gorillas G. g. beringei: Fossey 1972; Leicester sheep, Squires & Daws 1975; chimpanzees P. troglodytes: Wilson 1980; sable antelope H. niger: Stine et al. 1982; bush dogs S. venaticus: Macdonald 1996; wolves C. lupus: Peterson et al. 2002).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Fossey 1972
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- cites Squires & Daws 1975
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- cites Wilson 1980
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Study design and conductcitation§ 2. Material and methodsWhere a significant effect of treatment was found from a GLMM, pairwise comparisons were made between the treatments by correcting the alpha level using an FDR correction.
“Where a significant effect of treatment was found from a GLMM, pairwise comparisons were made between the treatments by correcting the alpha level using an FDR correction (see Benjamini & Hochberg 1995).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Benjamini & Hochberg 1995 source
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Study design and conductnone given§ 2. Material and methodsIn experiment 2, treatment orders were systematically rotated to minimize any order effects.
“Treatment orders were systematically rotated to minimize any order effects.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoning§ 2. Material and methodsExperiment 3 will yield mainly anecdotal evidence because it is based on a small sample size consisting of, in part, a single group of 200 people, and in other parts, an additional group of 100 people.
“This experiment will yield mainly anecdotal evidence as it is based on a small sample size consisting of, in part, a single group of 200 people, and in other parts, an additional group of 100 people.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoning§ 2. Material and methodsIn experiment 3, the procedure ensured that whatever colour hats the informed individuals were wearing they were spread out among the group.
“This ensured that whatever colour hats the informed individuals were wearing they were spread out among the group.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductnone given§ 2. Material and methodsAll p-values from pairwise tests throughout the paper were ranked and the lowest p-value was compared with an alpha level of 0.00278 (0.05/no. of pairwise comparisons).
“All p-values from pairwise tests throughout the paper were ranked and the lowest p-value was compared with an alpha level of 0.00278 (0.05/no. of pairwise comparisons).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown data§ 2. Material and methodsIn all cases, time and deviation data were overdispersed and quasi-Poisson error distributions were found to be the best fit to the data.
“In all cases, time and deviation data were overdispersed and quasi-Poisson error distributions were found to be the best fit to the data.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone given§ 2. Material and methodsAll experiments in experiments 1 and 2 were carried out double-blind: both the participants and the individuals who measured the response variables were not aware of the purpose of the experiment.
“All experiments were carried out double-blind in that both the participants and the individuals who measured the response variables were not aware of the purpose of the experiment.”
- Also stated in: § 2. Material and methods · plain
“All experiments were carried out double-blind in that both the participants and the individuals who measured the response variables were not aware of the purpose of the experiment.”
Quote in the paperNot a substantial claim- Also stated in: § 2. Material and methods · plain
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 4. DiscussionKerth et al. (2006) found that the temporary splitting of groups could allow individuals to avoid following majority decisions that did not favour them.
“They also found that the temporary splitting of groups could allow individuals to avoid following majority decisions that did not favour them.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kerth et al. (2006)
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May combine two claims.
Interpretationown data§ 4. DiscussionBy increasing group size we also increase the likelihood of group fragmentation, but only if the additional group members are informed individuals.
“This suggests that by increasing group size we also increase the likelihood of group fragmentation, but only if the additional group members are informed individuals (significantly more groups split in the 4 versus 4 than the 2 versus 2 treatment).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 2. Material and methodsPreviously informed individuals have been shown by Dyer et al. (2008) not to affect the results of subsequent trials.
“Previously informed individuals have been shown by Dyer et al. (2008) not to affect the results of subsequent trials, but we also test for their effects here.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Dyer et al. (2008)
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Study design and conductreasoning§ 2. Material and methodsGroup ID was entered as the random factor in each model due to the repeated-measures design of the study.
“Group ID was entered as the random factor in each model due to the repeated-measures design of the study (each group was tested in each treatment).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 4. DiscussionKerth et al. (2006) found that Bechstein's bats, Myotis bechsteinii, can make group roost decisions that follow a majority rule.
“Kerth et al. (2006) found that Bechstein's bats, Myotis bechsteinii, can make group roost decisions that follow a majority rule.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kerth et al. (2006)
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Study design and conductreasoning§ 2. Material and methodsIn experiment 3, after each treatment, all individuals wearing the colour of hat worn by the informed individuals were removed and replaced by 20 more participants wearing the same coloured hats, so that no individuals who were previously informed would be uninformed in a subsequent trial.
“After each treatment, all individuals wearing the colour of hat worn by the informed individuals were removed from the group and replaced by 20 more participants wearing the same coloured hats. This was done in order that no individuals who were previously informed would be uninformed individuals in a subsequent trial.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone given§ 2. Material and methodsIn experiment 1, treatment order was systematically rotated to minimize its effect on the results.
“Treatment order was systematically rotated to minimize its effect on the results.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ 4. DiscussionBiro et al. (2006) provided further support for Couzin et al. (2005), finding that when differences between the directional preferences of two homing pigeons were small, they would average over these preferences, but when differences were large, one of the birds would become leader.
“Biro et al. (2006) provided further support for Couzin et al. (2005); finding that when differences between the directional preferences of two homing pigeons were small, they would average over these preferences, but when differences were large, one of the birds would become leader.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Biro et al. (2006)
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- cites Couzin et al. (2005)
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Study design and conductown data§ 3. ResultsThe results in Experiment 3 are largely anecdotal because they are based on a small sample size (one group of 200 people and for some treatments a further group of 100 people) due to logistical difficulties in testing such large groups.
“The results presented in this section are largely anecdotal as they are based on a small sample size (one group of 200 people and for some treatments a further group of 100 people) due to the logistical difficulties in testing such large groups of people.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationnone given§ 4. DiscussionThe leader on the periphery is likely to be more mobile and unconstrained and can move freely around the outside of the group and quickly find and align with the target.
“The leader on the periphery is likely to be more mobile and unconstrained and can move freely around the outside of the group and quickly find and align with the target,”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationreasoning§ 4. DiscussionIn migrating groups of birds, more accurate navigation of the route may be expected if the experienced older individuals, who have already completed the migration in past years, are spread out through the flock.
“For example, in migrating groups of birds, we may expect more accurate navigation of the route if the experienced older individuals, who have already completed the migration in past years, are spread out through the flock.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationreasoning§ 4. DiscussionThis potentially sheds interesting light on torus formation in animal groups where the behaviour is frequently found in pelagic fish species such as barracuda, Sphyraena barracuda and jack, Trachurus symmetricus, and has also been described for wrinkle-lipped bats, Chaerephon plicata.
“This potentially sheds interesting light on torus formation in animal groups where the behaviour is frequently found in pelagic fish species such as barracuda, Sphyraena barracuda and jack, Trachurus symmetricus, and has also been described for wrinkle-lipped bats, Chaerephon plicata (Siemers & Nill 2001).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Siemers & Nill 2001
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Premisecitation§ 4. DiscussionMaransky & Bildstein (2001) found that in mixed-age flocks of broad-winged hawks, Buteo platypterus, adults were more likely (but not always) the lead bird and were more likely to be (but were not always) in the lead half of the flock.
“One such study by Maransky & Bildstein (2001) found that in mixed-age flocks of broad-winged hawks, Buteo platypterus, adults were more likely (but not always) the lead bird and were more likely to be (but were not always) in the lead half of the flock.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Maransky & Bildstein (2001)
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Interpretationown data§ 4. DiscussionAlthough there are clear differences between the study and real evacuation situations, the results may offer insight into considerations on the best places to position officials/marshals in order to evacuate people most efficiently.
“Although there are obviously clear differences between our study and real evacuation situations where there could be widespread panic and more erratic behaviour, our results may offer some insight into considerations on the best places to position officials/marshals in order to evacuate people most efficiently.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone given§ 4. DiscussionThe arena was not large enough to decide whether the group would have reached the majority preferred target cohesively, or split.
“However, the arena was not large enough to decide whether the group would have reached the majority preferred target cohesively, or split.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Participants in experiments 1 and 2 followed the standard instructions and their individual behavioural rules (e.g., walked at normal speed, stayed within arm's length, did not talk or gesture, and attempted to reach their assigned target).
“Each group was given the following standard set of instructions: ‘when we tell you to begin you should start walking at a normal speed and do not stop before being told to do so. You can walk anywhere inside or outside the circle but you have to stay within an arm's length of another individual and you should not talk or gesture to each other.’”
“Behavioural rule 1 gave instructions to simply ‘stay with the group’, resulting in uninformed individuals. Behavioural rule 2 gave instructions to ‘Go to number X, without leaving the group’ creating informed individuals (X represents a randomly chosen number on the outer circle between 1 and 16).”
The paper relies on this without support.
The observers' judgments of when a group member came within 50 cm of the perimeter were accurate.
“After we signalled the start of a trial, it lasted until any member of the group came within 50 cm of the perimeter of the circle. This was judged by two observers on either side of the arena who were blind to the purpose of the experiment.”
The paper relies on this without support.
Participants in experiment 3 followed the standardized instructions and their individual behavioural rules.
“The participants were then read the same set of standardized instructions as in experiments 1 and 2, and normal walking speed and staying together as a group were demonstrated to them.”
“Uninformed individuals were told to ‘Stay with the group’. Informed individuals (leaders) were told to ‘Go to 9 o'clock, but do not leave the group’.”
The paper relies on this without support.
Few empirical studies on vertebrate groups outside the social science literature on human groups have looked at decision making in conflict situations.
“To our knowledge, few empirical studies on vertebrate groups outside the social science literature on human groups have looked at decision making in conflict situations.”
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?
Unconfident people tend to increase their own confidence after interacting with a very confident person, creating a basin of attraction around that person's opinion.
“Second, unconfident people tend to increase their own confidence after interacting with a very confident person, creating a basin of attraction around that person’s opinion [38], [39].”
From Social Influence and the Collective Dynamics of Opinion Formation (2013) · cites this paper as [39]
The citation lists haven’t been fetched yet
References 39 · Cited by 396
Research works printed but not linked: 3
- Alerstam T Bird migration. 1990 Cambridge UK:Cambridge University Press.
- Dyer J. R. G. 2008 Leadership decision making and collective behaviour in animal groups. PhD thesis University of Leeds UK.
- Wilson E.O Sociobiology. 1980 Cambridge MA:Belknap Press.
- Authors
- Dyer, J. R. G., Johansson, A., Helbing, D., Couzin, I. D., & Krause, J.
- Affiliations
- University of Leeds (GB)
- ETH Zurich (CH)
- Princeton University (US)
- Corresponding author
- Dyer, John R.G
- Venue
- Philosophical Transactions of the Royal Society B: Biological Sciences
- Publisher
- The Royal Society
- Published
- 2008-12-12
- Volume
- 364
- Issue
- 1518
- Pages
- 781-789
- ISSN
- 0962-8436 (ISSN-L)
- 1471-2970
- PMC
- PMC2689712
- OpenAlex
- W2162981429
- Cited by
- 396
- References
- 39
- Citations by year
- 2026: 17 · 2025: 10 · 2024: 17 · 2023: 11 · 2022: 16 · 2021: 19 · 2020: 52 · 2019: 23 · 2018: 19 · 2017: 18 · 2016: 22 · 2015: 20 · 2014: 32 · 2013: 22 · 2012: 40
- FWCI
- 5.67
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Philosophical Transactions of the Royal Society B Biological Sciences (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- UCL Discovery (University College London) (submittedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Explore Bristol Research (submittedVersion)
- Bristol Research (University of Bristol) (submittedVersion)
- Funders
- Engineering and Physical Sciences Research Council (GR/T11241/01)
- Natural Environment Research Council (NE/D011035/1)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › Distributed Control Multi-Agent Systems
- Physical Sciences › Engineering › Ocean Engineering › Evacuation and Crowd Dynamics
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Opinion Dynamics and Social Influence
- Keywords
- leadership, consensus building, collective behavior, human groups, group size, group fragmentation, collective motion, spatial positioning, crowds
- MeSH terms
- Decision Making, Humans, Leadership, Social Behavior, Consensus
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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.
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