The DOI matches its Crossref record; 113 of the 113 references it cites were found in a registry or an index.
Pluralistic Collapse: The “Oil Spill” Model of Mass Opinion Polarization
Abstract
Despite widespread feeling that public opinion in the United States has become dramatically polarized along political lines, empirical support for such a pattern is surprisingly elusive. Reporting little evidence of mass polarization, previous studies assume polarization is evidenced via the amplification of existing political alignments. This article considers a different pathway: polarization occurring via social, cultural, and political alignments coming to encompass an increasingly diverse array of opinions and attitudes. The study uses 44 years of data from the General Social Survey representing opinions and attitudes across a wide array of domains as elements in an evolving belief network. Analyses of this network produce evidence that mass polarization has increased via a process of belief consolidation, entailing the collapse of previously cross-cutting alignments, thus creating increasingly broad and encompassing clusters organized around cohesive packages of beliefs. Further, the increasing salience of political ideology and partisanship only partly explains this trend. The structure of U.S. opinion has shifted in ways suggesting troubling implications for proponents of political and social pluralism.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Citations
Cites
Collective dynamics of ‘small-world’ networks
Watts, D. J., & Strogatz, S. H. (1998) · Nature · doi:10.1038/30918 · Cited by 43,060
Granovetter, M. S. (1973) · American Journal of Sociology · doi:10.1086/225469 · Cited by 40,491
A Theory of Cognitive Dissonance
Festinger, L. (1957) · doi:10.1515/9781503620766 · Cited by 24,241
Birds of a Feather: Homophily in Social Networks
McPherson, M., Smith-Lovin, L., & Cook, J. M. (2001) · Annual Review of Sociology · doi:10.1146/annurev.soc.27.1.415 · Cited by 18,567
Social Network Analysis: Methods and Applications
Wasserman, S., & Faust, K. (1994) · doi:10.1017/cbo9780511815478 · Cited by 17,557
Centrality in social networks conceptual clarification
Freeman, L. C. (1978) · Social Networks · doi:10.1016/0378-8733(78)90021-7 · Cited by 17,062
Data Analysis Using Regression and Multilevel/Hierarchical Models
Gelman, A., & Hill, J. (2006) · doi:10.1017/cbo9780511790942 · Cited by 13,597
Modularity and community structure in networks
Newman, M. E. J. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0601602103 · Cited by 12,256
Burt, R. S. (1992) · doi:10.4159/9780674029095 · Cited by 9,093
The case for motivated reasoning.
Kunda, Z. (1990) · Psychological Bulletin · doi:10.1037/0033-2909.108.3.480 · Cited by 9,022 · cited 1×
“…update their own beliefs and practices to maintain consistency with these mental maps and avoid cognitive strain, aggregate belief structures can be expected—at least to a modest extent—to shape individual beliefs (Festinger 1957; Goldberg and Stein 2018; Heider 1946; Hunzaker 2016; Kunda 1990).”
BackgroundGraph drawing by force‐directed placement
Fruchterman, T. M. J., & Reingold, E. M. (1991) · Software: Practice and Experience · doi:10.1002/spe.4380211102 · Cited by 6,352
Elder, J. W., Geertz, C., & Rosenhack, K. P. S. (1964) · Cited by 3,878
Attitudes and cognitive organization
Heider, F. (1946) · The Journal of Psychology · doi:10.1080/00223980.1946.9917275 · Cited by 3,672
DiMaggio, P. (1997) · Annual Review of Sociology · doi:10.1146/annurev.soc.23.1.263 · Cited by 3,161
Specificity and Stability in Topology of Protein Networks
Maslov, S., & Sneppen, K. (2002) · Science · doi:10.1126/science.1065103 · Cited by 3,051
Iyengar, S., Sood, G., & Lelkes, Y. (2012) · Public Opinion Quarterly · doi:10.1093/poq/nfs038 · Cited by 2,996 · cited 1×
“…and Brewer 2002) suggest such a collapse of previously cross-cutting identities will likely reduce outgroup tolerance and might thereby account for the increasingly harsh tenor of political disagreement perceived by scholars of affective polarization (Iyengar, Sood, and Lelkes 2012; Mason 2018).”
BackgroundParty Systems and Voter Alignments. Cross National Perspectives
Birnbaum, P., Lipset, S. M., & Rokkan, S. (1968) · Revue Française de Sociologie · doi:10.2307/3320570 · Cited by 2,802
Between past and future eight exercises in political thought
Arendt, H. (1987) · Cited by 2,373
Political Ideology: Its Structure, Functions, and Elective Affinities
Jost, J. T., Federico, C. M., & Napier, J. L. (2009) · Annual Review of Psychology · doi:10.1146/annurev.psych.60.110707.163600 · Cited by 2,125
Uncivil Agreement: How Politics Became Our Identity
Mason, L. (2018) · doi:10.7208/chicago/9780226524689.001.0001 · Cited by 1,985 · cited 2×
“…and Brewer 2002) suggest such a collapse of previously cross-cutting identities will likely reduce outgroup tolerance and might thereby account for the increasingly harsh tenor of political disagreement perceived by scholars of affective polarization (Iyengar, Sood, and Lelkes 2012; Mason 2018).”
BackgroundExposure to opposing views on social media can increase political polarization
Bail, C. A., Argyle, L. P., Brown, T. W., Bumpus, J. P., Chen, H., Hunzaker, M. B. F., Lee, J., Mann, M., Merhout, F., & Volfovsky, A. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1804840115 · Cited by 1,863
The people's choice: How the voter makes up his mind in a presidential campaign.
Britt, S. H. (1945) · Journal of Consulting Psychology · doi:10.1037/h0051801 · Cited by 1,837
On the Division of Labor in Society
Bédry, C., & Sozialforschung, I. F. (1934) · Zeitschrift für Sozialforschung · doi:10.5840/zfs19343310 · Cited by 1,827
Political Polarization in the American Public
Fiorina, M. P., & Abrams, S. J. (2008) · Annual Review of Political Science · doi:10.1146/annurev.polisci.11.053106.153836 · Cited by 1,798
Polarized America: the dance of ideology and unequal riches
(2007) · Choice Reviews Online · doi:10.5860/choice.44-3551 · Cited by 1,793
Achen, C. H., & Bartels, L. M. (2016) · Princeton University Press eBooks · doi:10.1515/9781400882731 · Cited by 1,736
The SAGE handbook of social network analysis
(2011) · Choice Reviews Online · doi:10.5860/choice.49-1790 · Cited by 1,726
The Partisan Sort: How Liberals Became Democrats and Conservatives Became Republicans
Levendusky, M. (2009) · doi:10.7208/chicago/9780226473673.001.0001 · Cited by 1,698
Roccas, S., & Brewer, M. B. (2002) · Personality and Social Psychology Review · doi:10.1207/s15327957pspr0602_01 · Cited by 1,696
(2004) · Medical Entomology and Zoology · Cited by 1,673
Computing Communities in Large Networks Using Random Walks
Pons, P., & Matthieu Latapy, B. (2006) · Journal of Graph Algorithms and Applications · doi:10.7155/jgaa.00124 · Cited by 1,600
The Righteous Mind: Why Good People Are Divided by Politics and Religion
LaFollette, H., & Woodruff, M. L. (2013) · Philosophical Psychology · doi:10.1080/09515089.2013.838752 · Cited by 1,402
Abramowitz, A. I., & Saunders, K. L. (2008) · The Journal of Politics · doi:10.1017/s0022381608080493 · Cited by 1,308
Moral Politics: How Liberals and Conservatives Think
Lakoff, G. P. (1996) · Medical Entomology and Zoology · Cited by 1,265
The Governmental Process: Political Interests and Public Opinion
Hardin, C. M., & Truman, D. B. (1951) · The Western Political Quarterly · doi:10.2307/443170 · Cited by 1,252
Have American's Social Attitudes Become More Polarized?
DiMaggio, P., Evans, J., & Bryson, B. (1996) · American Journal of Sociology · doi:10.1086/230995 · Cited by 1,250
The Tea Party and the Remaking of Republican Conservatism
Skocpol, T. R., & Williamson, V. S. (2012) · Oxford University Press eBooks · doi:10.1093/acprof:osobl/9780199832637.001.0001 · Cited by 1,242
The big sort: why the clustering of like-minded America is tearing us apart
(2009) · Choice Reviews Online · doi:10.5860/choice.47-2303 · Cited by 1,172
Golino, H. F., & Epskamp, S. (2017) · PLoS ONE · doi:10.1371/journal.pone.0174035 · Cited by 1,169
Cross-cutting Social Networks: Testing Democratic Theory in Practice
MUTZ, D. C. (2002) · American Political Science Review · doi:10.1017/s0003055402004264 · Cited by 1,069
Culture Wars: The Struggle to Define America
Kowalewski, M. R., & Hunter, J. D. (1992) · Sociological Analysis · doi:10.2307/3711713 · Cited by 1,063
Resurgent Mass Partisanship: The Role of Elite Polarization
Hetherington, M. J. (2001) · American Political Science Review · doi:10.1017/s0003055401003045 · Cited by 1,037
Who Governs: Democracy and Power in an American City.
Hunter, F., & Dahl, R. A. (1962) · Administrative Science Quarterly · doi:10.2307/2390734 · Cited by 1,028
Party Polarization and "Conflict Extension" in the American Electorate
Layman, G. C., & Carsey, T. M. (2002) · American Journal of Political Science · doi:10.2307/3088434 · Cited by 887
Partisans without Constraint: Political Polarization and Trends in American Public Opinion
Baldassarri, D., & Gelman, A. (2008) · American Journal of Sociology · doi:10.1086/590649 · Cited by 874
Ideological Realignment in the U.S. Electorate
Abramowitz, A. I., & Saunders, K. L. (1998) · The Journal of Politics · doi:10.2307/2647642 · Cited by 681
Ethno‐nationalist populism and the mobilization of collective resentment
Bonikowski, B. (2017) · The British Journal of Sociology · doi:10.1111/1468-4446.12325 · Cited by 644
The Polarization of American Politics
Poole, K. T., & Rosenthal, H. L. (1984) · The Journal of Politics · doi:10.2307/2131242 · Cited by 632
Crosscutting Social Circles: Testing a Macrostructural Theory of Intergroup Relations
Blau, P. M., & Schwartz, J. E. (1984) · Medical Entomology and Zoology · Cited by 628
Mohr, J. W. (1998) · Annual Review of Sociology · doi:10.1146/annurev.soc.24.1.345 · Cited by 615
Cultural Holes: Beyond Relationality in Social Networks and Culture
Pachucki, M. C., & Breiger, R. L. (2010) · Annual Review of Sociology · doi:10.1146/annurev.soc.012809.102615 · Cited by 544
Neither Liberal nor Conservative
Kinder, D. R., & Kalmoe, N. P. (2017) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226452593.001.0001 · Cited by 534
Conflict and the Web of Group Affiliations
Macrae, D. G., & Simmel, G. (1955) · British Journal of Sociology · doi:10.2307/587152 · Cited by 531
Lizardo, O. (2017) · American Sociological Review · doi:10.1177/0003122416675175 · Cited by 507
Social Identity Complexity and Outgroup Tolerance
Brewer, M. B., & Pierce, K. P. (2005) · Personality and Social Psychology Bulletin · doi:10.1177/0146167204271710 · Cited by 479
Dynamic Social Network Modeling and Analysis: Workshop Summary and Papers
Brelger, R., Carley, K. M., & Pattison, P. E. (2004) · National Academies Press eBooks · Cited by 460
Dynamics of Political Polarization
Baldassarri, D., & Bearman, P. (2007) · American Sociological Review · doi:10.1177/000312240707200507 · Cited by 455
Beyond Ideology: Politics, Principles, and Partisanship in the U. S. Senate
Lee, F. E. (2009) · doi:10.7208/chicago/9780226470771.001.0001 · Cited by 455
DellaPosta, D., Shi, Y., & Macy, M. (2015) · American Journal of Sociology · doi:10.1086/681254 · Cited by 440
Self-citationVarieties of American Popular Nationalism
Bonikowski, B., & DiMaggio, P. (2016) · American Sociological Review · doi:10.1177/0003122416663683 · Cited by 425
Patterson, O. (2014) · Annual Review of Sociology · doi:10.1146/annurev-soc-071913-043123 · Cited by 399
Network science on belief system dynamics under logic constraints
Friedkin, N. E., Proskurnikov, A. V., Tempo, R., & Parsegov, S. E. (2016) · Science · doi:10.1126/science.aag2624 · Cited by 374
Can Cultural Worldviews Influence Network Composition?
Vaisey, S., & Ližardo, O. (2010) · Social Forces · doi:10.1353/sof.2010.0009 · Cited by 364
The British Journal of Sociology
(2010) · British Journal of Sociology · doi:10.1111/(issn)1468-4446 · Cited by 361
Hall, M., & Tideman, N. (1967) · Journal of the American Statistical Association · doi:10.1080/01621459.1967.10482897 · Cited by 320
Communism, Conformity, and Civil Liberties: A Cross-Section of the Nation Speaks Its Mind
Schwartz, R. D., & Stouffer, S. A. (1956) · The Yale Law Journal · doi:10.2307/793991 · Cited by 314
Hahl, O., Kim, M., & Zuckerman, E. W. (2018) · American Sociological Review · doi:10.1177/0003122417749632 · Cited by 305
Goldberg, A. (2011) · American Journal of Sociology · doi:10.1086/657976 · Cited by 286
Measuring Stability and Change in Personal Culture Using Panel Data
Kiley, K., & Vaisey, S. (2020) · American Sociological Review · doi:10.1177/0003122420921538 · Cited by 284
The Social Origins of Networks and Diffusion
Centola, D. M. (2015) · American Journal of Sociology · doi:10.1086/681275 · Cited by 273
Have Americans' Attitudes Become More Polarized?-An Update
Evans, J. H. (2003) · Social Science Quarterly · doi:10.1111/1540-6237.8401005 · Cited by 268
Dalege, J., Borsboom, D., van Harreveld, F., & van der Maas, H. L. J. (2017) · Social Psychological and Personality Science · doi:10.1177/1948550617709827 · Cited by 268
Belief Network Analysis: A Relational Approach to Understanding the Structure of Attitudes
Boutyline, A., & Vaisey, S. (2017) · American Journal of Sociology · doi:10.1086/691274 · Cited by 260
The Integrative Power of Civic Networks
Baldassarri, D., & Diani, M. (2007) · American Journal of Sociology · doi:10.1086/521839 · Cited by 258
Alwin, D. F. (2006) · Wiley eBooks · doi:10.1002/9780470146316 · Cited by 250
Small Worlds and Cultural Polarization
FLACHE, A., & MACY, M. W. (2011) · The Journal of Mathematical Sociology · doi:10.1080/0022250x.2010.532261 · Cited by 237
Nixonland: the rise of a president and the fracturing of America
(2008) · Choice Reviews Online · doi:10.5860/choice.46-2289 · Cited by 230
Mohr, J. W., & White, H. C. (2008) · Theory and Society · doi:10.1007/s11186-008-9066-0 · Cited by 218
Hezel, F. X. S. J. (2017) · University of Hawaii Press eBooks · doi:10.1515/9780824864491 · Cited by 202
Power, Authority, and the Constraint of Belief Systems
Martin, J. L. (2002) · American Journal of Sociology · doi:10.1086/343192 · Cited by 201
The Rise of Partisanship and Super-Cooperators in the U.S. House of Representatives
Andris, C., Lee, D., Hamilton, M. J., Martino, M., Gunning, C. E., & Selden, J. A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0123507 · Cited by 197
Before the storm: Barry Goldwater and the unmaking of the American consensus
(2001) · Choice Reviews Online · doi:10.5860/choice.39-1793 · Cited by 194
A Disconnect in Representation? Comparison of Trends in Congressional and Public Polarization
Hill, S. J., & Tausanovitch, C. (2015) · The Journal of Politics · doi:10.1086/682398 · Cited by 187
Neither Ideologues nor Agnostics: Alternative Voters’ Belief System in an Age of Partisan Politics
Baldassarri, D., & Goldberg, A. (2014) · American Journal of Sociology · doi:10.1086/676042 · Cited by 186
Social Cleavages and Political Alignments: U.S. Presidential Elections, 1960 to 1992
Brooks, C., & Manza, J. (1997) · American Sociological Review · doi:10.2307/2657348 · Cited by 184
Sides, J., Tesler, M., & Vavreck, L. (2017) · Journal of Democracy · doi:10.1353/jod.2017.0022 · Cited by 182
Prius or Pickup? How the Answers to Four Simple Questions Explain America’s Great Divide
Federico, C. M. (2019) · Political Science Quarterly · doi:10.1002/polq.12936 · Cited by 182
“It could turn ugly”: Selective disclosure of attitudes in political discussion networks
Cowan, S. K., & Baldassarri, D. (2018) · Social Networks · doi:10.1016/j.socnet.2017.04.002 · Cited by 169
“The Big Sort” That Wasn't: A Skeptical Reexamination
Abrams, S. J., & Fiorina, M. P. (2012) · PS Political Science & Politics · doi:10.1017/s1049096512000017 · Cited by 167
A Blau space primer: prolegomenon to an ecology of affiliation
McPherson, M. (2004) · Industrial and Corporate Change · doi:10.1093/icc/13.1.263 · Cited by 165
Wiki Surveys: Open and Quantifiable Social Data Collection
Salganik, M., & Levy, K. E. C. (2015) · PLoS ONE · doi:10.1371/journal.pone.0123483 · Cited by 164
Beyond Social Contagion: Associative Diffusion and the Emergence of Cultural Variation
Goldberg, A., & Stein, S. K. (2018) · American Sociological Review · doi:10.1177/0003122418797576 · Cited by 160
Mapping Cultural Schemas: From Theory to Method
Hunzaker, M. B. F., & Valentino, L. (2019) · American Sociological Review · doi:10.1177/0003122419875638 · Cited by 151
Political Man; The Social Bases of Politics
McKenzie, R. T., & Lipset, S. M. (1962) · British Journal of Sociology · doi:10.2307/587255 · Cited by 148
Attitude Organization in the General Public: Evidence for a Bidimensional Structure
Fleishman, J. A. (1988) · Social Forces · doi:10.1093/sf/67.1.159 · Cited by 140
Fischer, C. S., & Mattson, G. (2009) · Annual Review of Sociology · doi:10.1146/annurev-soc-070308-115909 · Cited by 118
A Monte Carlo evaluation of weighted community detection algorithms
Gates, K. M., Henry, T., Steinley, D., & Fair, D. A. (2016) · Frontiers in Neuroinformatics · doi:10.3389/fninf.2016.00045 · Cited by 106
Cultural Anchors and the Organization of Differences
Ghaziani, A., & Baldassarri, D. (2011) · American Sociological Review · doi:10.1177/0003122411401252 · Cited by 99
McVeigh, R., & Estep, K. (2019) · Columbia University Press eBooks · doi:10.7312/mcve19006 · Cited by 89
Finding Cultural Holes: How Structure and Culture Diverge in Networks of Scholarly Communication
Vilhena, D. A., Foster, J. G., Rosvall, M., West, J. D., Evans, J. A., & Bergstrom, C. T. (2014) · Sociological Science · doi:10.15195/v1.a15 · Cited by 83
Cultural Sentiments and Schema-Consistency Bias in Information Transmission
Hunzaker, M. B. F. (2016) · American Sociological Review · doi:10.1177/0003122416671742 · Cited by 79
DiMaggio, P., Sotoudeh, R., Goldberg, A., & Shepherd, H. R. (2017) · Poetics · doi:10.1016/j.poetic.2017.11.001 · Cited by 78
Park, B. (2018) · Social Forces · doi:10.1093/sf/sox093 · Cited by 67
Omnivorousness as the bridging of cultural holes: A measurement strategy
Ližardo, O. (2014) · Theory and Society · doi:10.1007/s11186-014-9220-9 · Cited by 65
How people organise cultural attitudes: cultural belief systems and the populist radical right
Daenekindt, S., de Koster, W., & van der Waal, J. (2017) · West European Politics · doi:10.1080/01402382.2016.1271970 · Cited by 57
The relation of aggregate statistics on beliefs to culture and cognition
Martin, J. L. (2000) · Poetics · doi:10.1016/s0304-422x(00)00010-3 · Cited by 56
Cultural Fault Lines and Political Polarization
Shi, Y., Mast, K., Weber, I. G., Kellum, A., & Macy, M. W. (2017) · ACM Web Science Conference (WebSci) · doi:10.1145/3091478.3091520 · Cited by 48
Doorway to the dharma of duality
Lee, M., & Martin, J. L. (2018) · Poetics · doi:10.1016/j.poetic.2018.01.001 · Cited by 48
DiMaggio, P., & Goldberg, A. (2018) · European Journal of Sociology · doi:10.1017/s0003975617000558 · Cited by 37
The Real Reason Liberals Drink Lattes
Mutz, D. C., & Rao, J. S. (2018) · PS: Political Science & Politics · doi:10.1017/s1049096518000574 · Cited by 19
Fields of Mutual Alignment: A Dual-Order Approach to the Study of Cultural Holes
Puetz, K. (2017) · Sociological Theory · doi:10.1177/0735275117725765 · Cited by 13
The Center Cannot Hold: Networks, Echo Chambers, and Polarization
DellaPosta, D., & Macy, M. W. (2015) · Cambridge University Press eBooks · doi:10.1017/cbo9781139924627.006 · Cited by 5
Self-citationPortrait of Political Party Polarization – ERRATUM
Moody, J. W., & Mucha, P. J. (2013) · Network Science · doi:10.1017/nws.2013.9 · Cited by 1
Research works printed but not linked: 4
- Boutyline Andrei, 2017, Sociological Science, 4
- 10.2307/2579105 · DOI
- Levitsky Steven, 2018, How Democracies Die
- Marx Karl, 1978, The Marx-Engels Reader
Cited by
Sorted by citations
How digital media drive affective polarization through partisan sorting
Törnberg, P. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2207159119 · Cited by 288
“cal positions, values, and cultural preferences (21), the result is”
BackgroundMeasuring Stability and Change in Personal Culture Using Panel Data
Kiley, K., & Vaisey, S. (2020) · American Sociological Review · doi:10.1177/0003122420921538 · Cited by 284
“…processes of belief formation and change for a population, such as examining the association between theoretically related values (Baldassarri and Gelman 2008; Boutyline and Vaisey 2017; DellaPosta 2020) or looking at changes in the distribution of responses over time (DiMaggio et al. 1996).”
Preventing extreme polarization of political attitudes
Axelrod, R., Daymude, J. J., & Forrest, S. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2102139118 · Cited by 154
“public may increase due to the already strong affective polarization, rising social inequality, and the collapse of cross-cutting belief structures into consolidated clusters [6,7].”
BackgroundModeling the emergence of affective polarization in the social media society
Törnberg, P., Andersson, C., Lindgren, K., & Banisch, S. (2021) · PLOS ONE · doi:10.1371/journal.pone.0258259 · Cited by 118
“As research using survey data has shown, this means that opinions are not so much diverging as they are becoming clustered and interlinked [77].”
MethodEvaluating Belief System Networks as a Theory of Political Belief System Dynamics
Brandt, M. J., & Sleegers, W. W. A. (2021) · Personality and Social Psychology Review · doi:10.1177/1088868321993751 · Cited by 93
“For example, evidence from the United States suggests that the political belief system in the United States is expanding to more issues and opinions over the last decades (DellaPosta, 2020; see also work on conflict extension, Layman & Carsey, 2002; Layman et al., 2010).”
Background
Metadata
- Authors
- DellaPosta, D.
- Affiliations
- Pennsylvania State University (US)
- Corresponding author
- DellaPosta, Daniel
- ORCID
- DellaPosta, Daniel
- Venue
- American Sociological Review
- Publisher
- SAGE Publications
- Published
- 2020-06
- Volume
- 85
- Issue
- 3
- Pages
- 507-536
- ISSN
- 0003-1224 (ISSN-L)
- 1939-8271
- OpenAlex
- W3034108861
- Semantic Scholar
- 866357ade0b940c5aa010a94bd27d7287d4132a0
- Cited by
- 219
- References
- 113
- Citations by year
- 2026: 31 · 2025: 53 · 2024: 46 · 2023: 27 · 2022: 32 · 2021: 20 · 2020: 9
- FWCI
- 76.65
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- American Sociological Review (publishedVersion)
- Topics
- Social Sciences › Political Science and International Relations › Electoral Systems and Political Participation
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Opinion Dynamics and Social Influence
- Social Sciences › Communication › Social Media and Politics
- Keywords
- Bayesian networks, political ideology, partisanship, pluralism, opinion change, General Social Survey
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review