Curated Labeling.

<div><p>Where does visual media bias come from, and how is it reinforced? This study investigates the often overlooked interplay between the visual frames chosen by media outlets for politically charged news stories and how these frames are perceived by their audiences. Using computer vi...

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محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Olga Gasparyan (22250871) (author)
مؤلفون آخرون: Elena Sirotkina (9446516) (author)
منشور في: 2025
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الوسوم: إضافة وسم
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_version_ 1852016592335929344
author Olga Gasparyan (22250871)
author2 Elena Sirotkina (9446516)
author2_role author
author_facet Olga Gasparyan (22250871)
Elena Sirotkina (9446516)
author_role author
dc.creator.none.fl_str_mv Olga Gasparyan (22250871)
Elena Sirotkina (9446516)
dc.date.none.fl_str_mv 2025-09-15T17:47:36Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0331219.s056
dc.relation.none.fl_str_mv https://figshare.com/articles/dataset/Curated_Labeling_/30131385
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Cell Biology
Science Policy
Mental Health
Biological Sciences not elsewhere classified
qualitative content analysis
minimizing opposing viewpoints
media frame curation
media &# 8217
partisan interpretations reinforces
ideological filters onto
media outlets across
393 media outlets
often overlooked interplay
visual frames chosen
media outlets
media choice
visual framing
ideological stances
driven interpretations
xlink ">
study investigates
source cues
identical visuals
framing choices
findings reveal
critical implication
audience perceptions
000 images
dc.title.none.fl_str_mv Curated Labeling.
dc.type.none.fl_str_mv Dataset
info:eu-repo/semantics/publishedVersion
dataset
description <div><p>Where does visual media bias come from, and how is it reinforced? This study investigates the often overlooked interplay between the visual frames chosen by media outlets for politically charged news stories and how these frames are perceived by their audiences. Using computer vision tools and qualitative content analysis, we analyzed over 2,000 images from 393 media outlets on X. Our findings reveal that U.S. media outlets across the political spectrum consistently emphasize visual narratives that align with their ideological stances while minimizing opposing viewpoints. Their partisan audiences assign identity-driven interpretations to identical visuals, turning them into instruments of antagonistic narratives even without any textual or source cues. This reveals a critical implication: the perceived bias is not merely a product of the media’s framing choices, but also a reflection of how audiences project their ideological filters onto these frames. This study helps us understand how the interplay between media frame curation and partisan interpretations reinforces and perpetuates existing divides.</p></div>
eu_rights_str_mv openAccess
id Manara_53dc06472fc628a46db5faeea91cfae8
identifier_str_mv 10.1371/journal.pone.0331219.s056
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/30131385
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Curated Labeling.Olga Gasparyan (22250871)Elena Sirotkina (9446516)Cell BiologyScience PolicyMental HealthBiological Sciences not elsewhere classifiedqualitative content analysisminimizing opposing viewpointsmedia frame curationmedia &# 8217partisan interpretations reinforcesideological filters ontomedia outlets across393 media outletsoften overlooked interplayvisual frames chosenmedia outletsmedia choicevisual framingideological stancesdriven interpretationsxlink ">study investigatessource cuesidentical visualsframing choicesfindings revealcritical implicationaudience perceptions000 images<div><p>Where does visual media bias come from, and how is it reinforced? This study investigates the often overlooked interplay between the visual frames chosen by media outlets for politically charged news stories and how these frames are perceived by their audiences. Using computer vision tools and qualitative content analysis, we analyzed over 2,000 images from 393 media outlets on X. Our findings reveal that U.S. media outlets across the political spectrum consistently emphasize visual narratives that align with their ideological stances while minimizing opposing viewpoints. Their partisan audiences assign identity-driven interpretations to identical visuals, turning them into instruments of antagonistic narratives even without any textual or source cues. This reveals a critical implication: the perceived bias is not merely a product of the media’s framing choices, but also a reflection of how audiences project their ideological filters onto these frames. This study helps us understand how the interplay between media frame curation and partisan interpretations reinforces and perpetuates existing divides.</p></div>2025-09-15T17:47:36ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.1371/journal.pone.0331219.s056https://figshare.com/articles/dataset/Curated_Labeling_/30131385CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/301313852025-09-15T17:47:36Z
spellingShingle Curated Labeling.
Olga Gasparyan (22250871)
Cell Biology
Science Policy
Mental Health
Biological Sciences not elsewhere classified
qualitative content analysis
minimizing opposing viewpoints
media frame curation
media &# 8217
partisan interpretations reinforces
ideological filters onto
media outlets across
393 media outlets
often overlooked interplay
visual frames chosen
media outlets
media choice
visual framing
ideological stances
driven interpretations
xlink ">
study investigates
source cues
identical visuals
framing choices
findings reveal
critical implication
audience perceptions
000 images
status_str publishedVersion
title Curated Labeling.
title_full Curated Labeling.
title_fullStr Curated Labeling.
title_full_unstemmed Curated Labeling.
title_short Curated Labeling.
title_sort Curated Labeling.
topic Cell Biology
Science Policy
Mental Health
Biological Sciences not elsewhere classified
qualitative content analysis
minimizing opposing viewpoints
media frame curation
media &# 8217
partisan interpretations reinforces
ideological filters onto
media outlets across
393 media outlets
often overlooked interplay
visual frames chosen
media outlets
media choice
visual framing
ideological stances
driven interpretations
xlink ">
study investigates
source cues
identical visuals
framing choices
findings reveal
critical implication
audience perceptions
000 images