LUNCH WITH DIGITAL HUMANITIES · 20/10/2026

What were Icelanders
really voting on?

Public Discourse as a complex system

Elena Callegari — University of Iceland, Centre for Digital Humanities and Arts
Hulda Þórisdóttir — University of Iceland, Department of Political Sciences

Start
OUR ARGUMENT

Public discourse is a complex system of interconnected communicative events.

  • Meanings change as messages are reported, shared and discussed.
  • These changes can accumulate: people may end up debating an interpretation far removed from the original message.

Understanding this process helps us recognize what we are actually responding to.

THE REFERENDUM

Different ways of understanding the referendum

Formally just a yes or no choice on whether to resume negotiations with the EU.

In practice, very different frames were connected to it:

The meaning of EU negotiationsSovereigntyNational security
COMPLEX SYSTEMS: THE BASIC IDEA

Many small, local interactions → large-scale patterns

Nobody designs the traffic jam!

Cars on a circular track forming a traffic jam
Sugiyama et al. 2008

Local interactions can produce a collective pattern without anyone planning it.

Local rules, global patterns, no orchestrator

A flock of birds in flight
A murmuration of starlings

No single bird controls the flock. A shared rhythm can emerge without a conductor.

THREE KEY FEATURES

Three key features of complex systems

01

Numerosity

The system consists of many individual parts.

02

Interaction

Those parts respond to and influence one another (non-linearly).

03

Emergence

Their interactions produce collective patterns that no part produces alone.

Complex systems are not intuitive! See Mitchel Resnick’s (1996) centralized mindset.

FROM FLOCKS TO DISCOURSE

Now replace birds with messages!

Specific frames of interpretation can be an emergent phenomenon.

THE DISCOURSE NETWORK
37 acts · 43 connections
reportsshares and commentsreportsselects and reframesIllustrative connections—not a reconstruction of a documented sequence.quotereframerepeattranslaterespondamplifyThe prime minister’s speechRÚV reports on the speechRÚVRÚV reportson the speechA Facebook post shares and comments on the reportfShares the reportwith a commentA podcast discusses the BBC reportThe campaign message is retoldA campaign message selects and reframesBBC reports on the speech through an article (schematic card)BBCReports on thespeech throughan articleA participant respondsA video challenges the accountA post amplifies the campaign messageA widely shared articleAn expression of supportAn act of endorsementA collective conversationA reader replies to the RÚV reportA listener questions the speechThe question is repeatedA reply adds a new perspectiveA response to the podcastA comment on the BBC reportThe BBC report is retold in IcelandicA reply under the Facebook postAnother reply under the postA response to the campaign messageA reply to the videoA participant is quotedA response to the retellingA further responseA reply in the conversationA message in the conversationA reply to the shared articleA TV bulletin carries the speechAn online outlet repeats the reportA newspaper quotes the speechA radio segment reframes the reportA foreign site picks up the postA clip spreads the support
Ideas in circulation
100%

The acts that connect us

Six ways meaning moves
Meaning changes as it travelsFour choices attach to a single schematic news article: salience at its headline, omission in its body, linguistic choices in its wording, and visual framing in its image. These choices also apply in foreign reporting, where translation is an additional consideration. Both reports reach a social media post, followed by a comment, reshare and recirculation. These are possible choices, not inevitable changes.Meaning changes as it travelsSalienceWhat is made prominent?OmissionWhat is left out?Linguistic choicesHow is certainty orpossibility expressed?Visual framingWhat does the imageforeground?TranslationWord choices can subtlyshift the meaning.Statementby politicianNews reportHeadline“could” / “will”Foreign reportSocial mediapostCommentReshareEach contribution carries something forward—and can change how it is understood.
TRANSPARENT VERSION — RIGHT-CLICK TO SAVE AS PNG
Meaning changes as it travelsFour choices attach to a single schematic news article: salience at its headline, omission in its body, linguistic choices in its wording, and visual framing in its image. These choices also apply in foreign reporting, where translation is an additional consideration. Both reports reach a social media post, followed by a comment, reshare and recirculation. These are possible choices, not inevitable changes.Meaning changes as it travelsSalienceWhat is made prominent?OmissionWhat is left out?Linguistic choicesHow is certainty orpossibility expressed?Visual framingWhat does the imageforeground?TranslationWord choices can subtlyshift the meaning.Statementby politicianNews reportHeadline“could” / “will”Foreign reportSocial mediapostCommentReshareEach contribution carries something forward—and can change how it is understood.
EXAMPLES

Examples from Icelandic press

EXAMPLE 1

One interview, different headlines

The same interview with Kristrún Frostadóttir (Rest is Politics podcast, 27 July 2026):

RÚV

“Iceland’s EU negotiating position has improved because of geopolitical turmoil”

Heimildin

“Independence should not be taken for granted today” (referring to Greenland)

Vísir

“People are not stupid”, on voters’ judgment and criticism of the EU

What becomes central when each account selects a different starting point?

EXAMPLE 2

European army “game of telephone”

  1. January EU Defence Commissioner Kubilius says the EU should consider a ~100,000 standing force.
  2. 21 May An Independence Party MP: an opinion piece “Icelandic soldiers?” states Kubilius “called for” an army.
  3. 16 July An anti-EU commentator: the EU’s “defence minister” declared the EU needs 100,000 armed forces.
  4. 25 July Facebook post: Icelanders aged 18–67 will be drafted into the “new European army”, except a senior politician’s son.
  5. 30 July The chair of Heimssýn: Kubilius “wants a 100,000-strong European army, no ifs or buts,” and Iceland can’t be exempt.
Andrius Kubilius
Andrius Kubilius, EU Defence Commissioner

Development of verb use:

consider → called for → declared → wants → drafted

EXAMPLE 3

Foreign news on Iceland’s EU referendum

Close race vs. clear verdict

Euronews: “Neck and neck referendum”; NOS: “nek-aan-nekrace” (neck-and-neck race)

vs.

NZZ: “überraschend deutlich” (surprisingly clear); Irish Times editorial: “a clear ‘no’ to Brussels”

Geopolitics: central vs. marginal

Central — AP: “debate over fisheries vs geopolitical stability”; Fortune leads with Trump and Greenland

Outweighed — BBC: fishing and independence outweighed security worries; Yle: security concerns played a limited role (paraphrases)

Largely absent — NZZ, Telex, ERR: the focus stays on fisheries and existing ties

How final is it?

Closed — Corriere: «Capitolo chiuso» (chapter closed); Yle: “Ett nej är ett nej” (a no is a no), off the agenda for a generation (paraphrase)

Paused — ERR: “pani paariks aastaks pausile” (put on pause for a couple of years)

Whose story is it?

A setback for Brussels — Le Monde: « perçu comme un revers »; Berlingske: “et nej, der svier i Bruxelles”

Not anti-Europe — Tagesschau: “Ein Nein – aber keine Abkehr von Europa”

A Norwegian story — VG: “Vedum jubler – Barth Eide advarer”; Politiken: “Nøglen ligger nu i Oslo”

EXAMPLES

Examples from foreign press

EXAMPLE 4

Czech news

Shift in what the discussion is about, through selective uptake.

Czech news coverage, first example
Czech news coverage, second example

Examples from L’udmila Lacková, 1st HONE workshop, July 2026.

EXAMPLE 5

Different visual frames

February 2026: the Italian government approves a new migration and asylum bill.

Il Post image
Il Post: military action, naval blockade
Pagella Quotidiana image
Pagella Quotidiana: vulnerable people on the sea
Ansa image
Ansa: institutional decision making
ACCUMULATION

What happens when small changes repeat?

AN ILLUSTRATIVE MODEL

Small changes, many transmissions.

0 / 100 transmissions
3% – 5%
0%10%
20% exact-copy probability
WHY SHOULD WE CARE?

Why should we care?

  • We rarely see the whole chain.
  • Gradual changes can be difficult to notice.
  • Different versions can shape the terms of disagreement.
  • Collective patterns can be mistaken for coordinated plans!
  • Understanding these processes matters for democracy.
THE PROJECT

The project

THE COLLABORATION BEHIND THIS TALK

Iceland’s EU Referendum · HONE (How Narratives Emerge)

Elena Callegari

University of Iceland

Digital Humanities, Information Structure

L’udmila Lacková

Uni Olomouc/Prague

Semiotics

Pietro de Lellis

University of Naples

Complex Systems

Eduard Mir Neira

University Rovira i Virgili

Formal Semantics

OUR APPROACH

Three angles

Complexity + network dynamics

This allows us to model how information spreads across networks.

Linguistics

We look at features like tense, modality, topichood.

Digital collections

Parliamentary transcripts, online news, social media posts.

IN PRACTICE

How will we study this in practice?

01

Collect

Follow selected referendum-related events across news coverage and public responses.

02

Connect

Identify which contribution quotes, refers to or replies to another.

03

Annotate

Record how each contribution frames the issue, specific linguistic choices, etc.

Apify Facebook Scraper interface
Apify – Facebook Scraper
BUILDING A NETWORK OF THE DEBATE

Building a network of the debate

Each contribution becomes a node

An interview, a news article, a post or a comment.

Annotation describes how meaning is presented

What is emphasized, assumed, or expressed as certain or possible.

Links trace connections between contributions

Who quotes, refers to or replies to whom.

Together, these form a map we can analyze over time

Which are the most common types of transformations? What are the network’s emergent features?

A PRACTICAL ILLUSTRATION

A practical illustration

THE EVIDENCE NETWORK
Recorded citations, links and shares · arrows do not indicate causationOpen as its own page
Type
Relation
1 Aug6 Aug7 Aug9 Aug19 Aug21 Aug22 Aug23 Aug25 Aug26 Aug27 Aug28 Aug29 Aug4 Sept5 Sept17 SeptDate unknownRÚVRÚV (English)Caliber.azNG.ruPolitico Bruss…RÚVRÚV (English)VísirStjórnmálin.isVitinnVijesti.meRÚVFrettin.isFrettin.isFrettin.isVísirVísirDVIceland ReviewEurotopicsmbl.is (AFP)BændablaðiðÚtvarp SagaStjórnmálin.isStjórnmálin.isHeimildin / AFPStjórnmálin.isHeimildinmbl.isÞjóðmálinStjórnmálin.isÚtvarp SagaMiðflokkurinn…VísirÚtvarp SagaAlberto Borges…Alberto Borges…Alberto Borges…Julius ValssonJulius ValssonAlberto Borges…Julius ValssonJulius ValssonKarólína Einar…Hjörtur J. Guð…Hjörtur J. Guð…Financial TimesTASSReutersMorgunblaðið /…Julius ValssonFinancial Time…Dagens Nyheter…Jutarnji list…TVNet / Linda…Samtök fyrirtæ…Bændasamtök Ís…European Union…Government web…European Union…Iceland refere…Kos remarks to…Þorgerður Katr…Kos interview…Kos remarks to…Kos remarks in…Heiðrún Lind's…
◆ Event● Article■ Facebook post▲ Document○ Original not retrievedlinks tosharesquotesattributes reporting totranslation/republication ofabout event

Top = earlier, bottom = later. Rows are dates in order, not to scale. Arrows point from the referencing item to the referenced item and do not indicate causation.

THANK YOU

Thank you