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Collective memories in WikipediaMichela Ferron
Paolo Massa
Anti-Islamic
hate crimes
after 9/11
Movies & culture
Legislation & surveillance
A set of ideas, images, feelings about the past, built through an active process of sense-making through time10th
anniversary of 9/11
7 July 2005 London bombingsmemorial
9/11 memorial
Ocklaoma City bombings memorial
Collective memories
PsychologyCollective as a small
group
Sociology/Philosophy
Collective as a nation
Collective memories
(English) Wikipedia as a global memory place Commemoration in Wikipedia
Linguistic Inquiry and Word Count (LIWC)Articles: Traumatic VS Non traumatic events Human-made and natural traumatic events
Talk pages: Linguistic markers of emergent memories over time
Conclusions
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Outline
Wikipedia
“[…] the online encyclopaedia is a global memory place where locally disconnected
participants can express and debate divergent points of view and that this leads to the
formation and ratification of shared knowledge that constitutes collective memory.”
(Pentzold, 2009, p. 263)
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Commemoration during anniversaries
Commemorations are opportunities to Re-interpret the past Recover from
traumatic experiences
Can we find signs of commemoration activities in Wikipedia pages related to traumatic events?
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
88 articles and talk pages about traumatic events
Increased activity during anniversaries
During anniversaries of traumatic events users negotiate their interpretation of the past
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Commemoration during anniversaries
My heart goes out to the families, friends and loved ones of anyone who lost their life in the 9/11 attacks. […]
My prayers are with those who are related/friends with
the dead of Sept 11.
[…] my sympathy and prayers to those who mourn this day.
[…] Spare a thought for those whose lives were torn apart that day.
I find it extremely upsetting and unfortunate that there were so many unneccessary deaths involved in the September 11
"attacks". […]
I believe the only way we can prevent another tragedy like this is by educating ourselves
about what went wrong. This article does an outstanding job of doing exactly that.Wikipedia articles […] don't cause people to
commit crimes. Encyclopedias educate people. Educated people resist ignorance and hate.
Ignorance and hate beget injustice and violence.
Emotional bonding
Directive function
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Commemoration during anniversaries
Commemoration of traumatic events takes place in Wikipedia
Wikipedia can be interpreted as a global memory place and can be studied to investigate collective memory processes
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Commemoration during anniversaries
Linguistic Inquiry & Word Count (LIWC; Pennebaker et al., 2001) searches for words across:
Linguistic categories (e.g. pronouns, articles, tenses)
Psychological categories (e.g. social, affective, cognitive processes)
LIWC applied to Wikipedia Psychological processes ExamplesAffective processes Happy, hate, kiss
Positive emotions Love, party, pleasantNegative emotions Hurt, abuse, scary
Anxiety Worried, afraidAnger Kill, aggression, destroySadness Sad, cry, depression
Cognitive processes Cause, acknowledge, admitInsight Think, assume, interpretCausation Because, depend, elicitDiscrepancy Should, could, ifTentative Maybe, apparently, supposeCertainty Always, absolutely, clearInhibition Block, abstain, avoidInclusive And, add, alongExclusive But, either, without
Social processes Mate, guy, boyFamily Daughter, brother, dadFriends Buddy, friend, mateHumans Adult, children, girl
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
LIWC applied to Wikipedia
All differences are statistically significant
66 articles> negative emotions> cognitive processes> social processes
40 articles> positive emotions
HP:HP:
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
LIWC is effective in detecting
Differences in content referred to psychological processes related to articles about traumatic and non traumatic events
LIWC applied to Wikipedia
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
How people remember traumatic events: Understand the consequences on the physical and
psychological health of people and communities Differences in the psychological processes:
First step toward the understanding and the prediction of trauma, typical responses to it, and short and long-term effects
Natural and human-made traumatic events
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
September 11 attacks
2004 IndianTsunami
Traumatic events are unique
Theoretical reasons to distinguish between natural and human-made traumatic events
Literature: human accidents may have longer and more insidious effects on physical and psychological health: negative emotions; nervousness and anxiety (Cohn et al., 2004;
Adler, 1943)
psychological and work-related problems (Leopold and Dillon, 1963; Henderson and Bostock, 1977; Ploeger, 1972)
depression, anxiety, personality changes (Titchener and Kapp, 1976)
sleep disturbances and psychiatric problems (Gleser et al., 1981; Gleser et al., 1978)
war-related dreams and aggravated assaults (Pennebaker and Harber, 1993)
Natural and human-made traumatic events
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Uncontrollable helplessness
Loss of control stress arousal
Natural disasters Human disasters
September 11 attacks
2004 IndianTsunami
Natural and human-made traumatic events
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
36 human-madeWikipedia’s categories, e.g. “Assassinations”, “Terrorist incidents”
19 natural disastersWikipedia’s categories, e.g. “2008 Atlantic Hurricane Season”, “1993 natural disasters”
Affective processes Man-made disasters: loss of control (distress) higher
anxiety, anger Natural disasters: uncontrollable (helplessness) higher
sadness
Cognitive processes Man-made disasters: loss of control higher cognitive
processes
Social processes Man-made disasters: increased orientation toward others
higher social processes
Natural and human-made traumatic events
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Affective processes Happy, hate, kissPositive emotions Love, party, pleasantNegative emotions Hurt, abuse, scary
Anxiety Worried, afraidAnger Kill, aggression, destroySadness Sad, cry, depression
*
**
Human-made traumatic events: more anxiety,
anger (blame)
Natural disasters: more sadness
(passive behavior)
Natural and human-made traumatic events
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Cognitive processes Cause, acknowledge, admitInsight Think, assume, interpretCausation Because, depend, elicitDiscrepancy Should, could, ifTentative Maybe, apparently, supposeCertainty Always, absolutely, clearInhibition Block, abstain, avoidInclusive And, add, alongExclusive But, either, without
*
** *
Human-made traumatic events: need for
explanation is critical (unexpected loss of control)
Natural disasters: need for
explanation is less pressing (nature is uncontrollable)
Natural and human-made traumatic events
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Social processes Mate, guy, boyFamily Daughter, brother, dadFriends Buddy, friend, mateHumans Adult, children, girl
*
*
Human-made traumatic events: higher social
orientation? more
references to people (e.g., bomber’s family or social relations)
Natural and human-made traumatic events
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Different psychological and sensemaking processes underlying users editing activity Specific patterns of emotional language
Man-made disasters
Natural disasters
negative
positive
high activation
stressfulfocused anger
heavier effects
passive responses
Natural and human-made traumatic events
low activation
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
7 July 2005 London bombings
2011 Egyptian revolution
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
> 1000 edits in 6 days > 2500 edits in 2 weeks
Literature: changes in emotional, cognitive and social processes after traumatic events
Increase in the negative mood; anxiety and nervousness; depression, personality changes, hostility (Cohn et al., 2004; Koss & Kilpatrick, 2001; Stroebe et al., 2001; Adler, 1943; Green, 1980; Gleser et al., 1981; Pennebaker & Harber, 1993);
Rationalization and critical thinking processes (Cohn et al., 2004; Davis & Nolen-Hoeksema, 2001; Baum et al., 1983)
Seeking of social support, increased social orientation (Cohn et al., 2004; Mehl & Pennebaker, 2003; Pyszczynski et al., 2003; Rimé et al., 1998; Rimé et al., 1992)
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
HP: higher presence of language related to
Affective: emotional impact
Cognitive: need for explanation
Social processes: social orientation
in the immediate aftermath of the bombings
7 July 2005 London bombings
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Each edit analyzed with LIWC Data grouped by day
7Jul
12Jul
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Affective processes Happy, hate, kissPositive emotions Love, party, pleasantNegative emotions Hurt, abuse, scary
Anxiety Worried, afraidAnger Kill, aggression, destroySadness Sad, cry, depression
χ²(5)=19.39, p=.002
**
*
*
**
*
Condolences. I am so sorry to hear about
this terrible and barbaric act of terrorism. My
thoughts are with the British people.
I am so sorry for the victims,
injured and wounded
londoners.
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Affective processes Happy, hate, kissPositive emotions Love, party, pleasantNegative emotions Hurt, abuse, scary
Anxiety Worried, afraidAnger Kill, aggression, destroySadness Sad, cry, depression
χ²(5)=12.64, p=.027
*
* **
*
** *
*
… there are bombs everywhere. I'm
scared, but I'm sure it will all be okay. Phone the
police if you're worried.Please add a
"Missing Persons" section.Over 24 hours people are getting desperate.
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Affective processes Happy, hate, kissPositive emotions Love, party, pleasantNegative emotions Hurt, abuse, scary
Anxiety Worried, afraidAnger Kill, aggression, destroySadness Sad, cry, depression
χ²(5)=14.28, p=.014
** *
*
It is officially being called the
worst UK terrorist attack on British soil
Please READ MY FUCKING ARGUMENTS.
There isn’t any reason to loose your temper.I tried to
compromise, but you are reverting my edits out of pure spite.
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
High emotional load in the immediate aftermath of the bombings
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
χ²(5)=20.28, p=.001
*
*
Cognitive processes Cause, acknowledge, admitInsight Think, assume, interpretCausation Because, depend, elicitDiscrepancy Should, could, ifTentative Maybe, apparently, supposeCertainty Always, absolutely, clearInhibition Block, abstain, avoidInclusive And, add, alongExclusive But, either, without
Can we please have a
reference for the police
conference…Gladys Wundowa has disappeared from news coverage, so presumably there
was a mistake.
Unexpected: Insight is higher
after a few days
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
χ²(5)=15.25, p=.009
*
*
Social processes Mate, guy, boyFamily Daughter, brother, dadFriends Buddy, friend, mateHumans Adult, children, girl
*
Contacting friends / families etc.Does anyone know of a coordinated attempt to get word of people who are safe to their friends and relatives - something similar to what was used during the tsunami etc. ? It kind of helps to have
the numbers there, as people are trying to find out information about relatives, friends, etc.
Initial preoccupation for friends and relatives
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Hp partially confirmed:
Language related to affective and social processes was higher immediately after the bombings
Language expressing cognitive processes (insight) was higher after a few days Contrary to previous research by Cohn et al.
(2004) finding an immediate increase in cognitive activity after 9/11
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
HP: higher presence of language related to
Affective: emotional impact
Cognitive: need for explanation
Social processes: social orientation
in the most heated days of the revolution
2011 Egyptian revolution
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
“Battle of
the Camel”
“Friday of Departure”
25Jan
2Feb
11Feb
17Feb
Two crucial moments in the time span analyzedCommemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
~ 400 edits
~ 250 edits
Each edit analyzed with LIWC Data grouped by 2-days
25Jan
2Feb
11Feb
17Feb
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Affective processes Happy, hate, kissPositive emotions Love, party, pleasantNegative emotions Hurt, abuse, scary
Anxiety Worried, afraidAnger Kill, aggression, destroySadness Sad, cry, depression
χ²(11)=20.10, p=.044
* **
*
Pro-Mubarak protesters are killing
the pro-Democracy protesters. OMG. 300 dead so far. Its sickingScary scenes of
violence on al jazeera :(
My thoughts are with those in Egypt.
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Affective processes Happy, hate, kissPositive emotions Love, party, pleasantNegative emotions Hurt, abuse, scary
Anxiety Worried, afraidAnger Kill, aggression, destroySadness Sad, cry, depression
χ²(11)=23.74, p=.014
** *
*
* *
Number of journalists attacked; human rights members attacked. This article from Forbes discusses that 24 reporters were arrested on Thursday and 21 were assaulted.
[…] STOP CAT-FIGHTING, YOUR NOT A BUNCH OF RIOTERS IN
TIRIR SQUAIR!!!!!!!!!!!!!!!!!!!!
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Affective processes Happy, hate, kissPositive emotions Love, party, pleasantNegative emotions Hurt, abuse, scary
Anxiety Worried, afraidAnger Kill, aggression, destroySadness Sad, cry, depression
χ²(11)=23.74, p=.014
* * *
*
[…] Khaled Saeed was one of the main catalysts for these protests and his name is a
rallying cry for the protesters.[…] I actually know Wael personally. I hope he is alive, I really do. Its very
sad.I think it's quite clear with Mubarak's resignation that this should be considered a revolution.
*
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
High emotional load in the days corresponding to the “Battle of the Camel”
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Cognitive processes Cause, acknowledge, admitInsight Think, assume, interpretCausation Because, depend, elicitDiscrepancy Should, could, ifTentative Maybe, apparently, supposeCertainty Always, absolutely, clearInhibition Block, abstain, avoidInclusive And, add, alongExclusive But, either, without
χ²(11)=29.40, p=.002
*
*
I think putting both of them in the Reception section would mitigate any POV problems.
Should the takeover of the
Egyptian embassy in Venezuela be
added to the article?
Discrepancy: linguistic politeness (Sexton & Helmreich, 2003)
Unexpected: Discrepancy is higher
before the “Battle of the Camel”
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
χ²(11)=24.10, p=.012
*
*
Social processes Mate, guy, boyFamily Daughter, brother, dadFriends Buddy, friend, mateHumans Adult, children, girl
No, we need to integrate it
elsewhere, then delete.and whose WE?
because I know Im notOK. "We" except
you.everyone above disagree with (YOU). so again whose WE?
And who is "everyone above" that disagree with "(ME)"? "We" - we, the community.
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
χ²(11)=20.06, p=.045
*
*
Social processes Mate, guy, boyFamily Daughter, brother, dadFriends Buddy, friend, mateHumans Adult, children, girl
***
*
The role of womenWomen protesters number anywhere from 20% to 50% participation, depending on the time of day.
Number of journalists attacked; human rights members
attackedThis article from Forbes
discusses that…
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
High social orientations in the days corresponding to the “Battle of the Camel”
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Hp partially confirmed:
Language related to affective and social processes was higher during the 2-3 February (Battle of the Camel) No significant results on the 10-11 February
Language expressing cognitive processes (discrepancy) was higher during the 29-30 January, when emotional language was low Contrary to the HP but consistent with previous results
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Specular temporal evolution of affective and cognitive processes
Wikipedia talk pages: collaborative environment
The social context may influence the co-evolution of emotional sharing, critical thinking and linguistic politeness
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Linguistic markers of emergent memories over time
Considerations
LIWC Limitations (psychological categories are
subjective and context-dependent) Know your data (noise caused by bots, vandalism,
templates)
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Conclusions
Commemoration of traumatic events takes place in Wikipedia (global memory place)
Different patterns of emotional language in articles about man-made and natural disasters
Specular temporal evolution of affective and cognitive processes in talk pages of traumatic events
Wikipedia: Quantitative and longitudinal study of collective memories Empirically validate theoretical findings
Commemoration LIWC in Wikipedia Man - Nature Emergent memories Conclusions
Conclusions
Thank you!Questions…?