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Record W6925454737 · doi:10.17605/osf.io/z29nf

Anti-Egalitarianism and Female Privilege Awareness

2022· other· en· W6925454737 on OpenAlexaboutno aff

Bibliographic record

VenueOpen Science Framework · 2022
Typeother
Languageen
FieldMedicine
TopicIntestinal Malrotation and Obstruction Disorders
Canadian institutionsnot available
Fundersnot available
KeywordsDenialPrivilege (computing)Social dominance orientationWhite privilegeDominance (genetics)Equity (law)PreferencePossession (linguistics)

Abstract

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Previous studies have suggested that those who benefit from privilege may deny the existence of their privilege for ego-protective reasons (Knowles et al., 2014; Phillips & Lowery, 2015, 2020). As benefitting from privilege suggests that one is less responsible for their achievements and more responsible for their failures, it makes sense that men would deny male privilege, white people would deny white privilege, etc. It also makes sense that men might be motivated to deny the existence of male privilege to preserve it, motivated by self or collective group-interest. Both of these explanations for denial of male privilege suggest that possession of a privileged identity (being a man) should predict denial of male privilege. We previously sought to show that denial of male privilege is not unique to men, and that it is motivated more by a psychological tendency to support inequity by opposing egalitarianism. This was done using the facets of right-wing authoritarianism (RWA, Altemeyer, 1981) and social dominance orientation (SDO, Sidanius & Pratto, 1999), both of which are established predictors of attitudes towards group-based inequality (Duckitt & Sibley, 2009). Both RWA (a preference for traditional values and collective security) and SDO (a preference for hierarchy and inequality) have been found to be multi-faceted (Duckitt et al., 2010; Ho et al., 2015). RWA contains authoritarianism, conservatism, and traditionalism (Duckitt et al., 2010) and SDO contains dominance and anti-egalitarianism (Ho et al., 2015). Anti-egalitarianism is an approach to hierarchy maintenance that avoids overt dominance in favour of more subtle undermining of equality and equity by opposing egalitarian policies. In our previous study, we found that when controlling for the facets of RWA and SDO male gender identity was not a strong predictor of denial of male privilege. Instead, the strongest predictor of male privilege denial, was indeed, the anti-egalitarianism facet of SDO, which accounted for 47% of the explanatory power of the model, which itself, accounted for 59% of the variability in reported male privilege awareness. Our finding shows that although managing a privileged identity and self-interest may influence men’s reported male privilege awareness, anti- egalitarianism has a greater effect. We have identified two competing explanations for the relationship between anti-egalitarianism and denial of male privilege awareness. Those who oppose egalitarianism may deny that (male) privilege exists in order to preserve privilege by claiming that there is no problem to be addressed, or they may oppose egalitarianism because they do not see privilege, male or otherwise. If we find that anti-egalitarianism not only predicts denial of male privilege, but also belief in female privilege, this would support the former, but not the latter hypothesis. In an attempt to rule out the possibility that even non-male participants are denying the existence of male privilege as an attempt to preserve privilege itself (for managing a privileged identity or self-interest reasons) we will, in a separate analysis, control for other identities privileged in Australia, such as cisgender, heterosexual, white, and Christian. Altemeyer, B. (1981). Right-wing authoritarianism. University of Manitoba press. Duckitt, J., Bizumic, B., Krauss, S. W., & Heled, E. (2010). A tripartite approach to right-wing authoritarianism: The authoritarianism-conservatism-traditionalism model. Political Psychology, 31(5), 685–715. https://doi.org/10.1111/j.1467-9221.2010.00781.x Duckitt, J., & Sibley, C. G. (2009). A dual-process motivational model of ideology, politics, and prejudice. Psychological Inquiry, 20(2–3), 98–109. https://doi.org/10.1080/10478400903028540 Ho, A. K., Sidanius, J., Kteily, N., Sheehy-Skeffington, J., Pratto, F., Henkel, K. E., Foels, R., & Stewart, A. L. (2015). The nature of social dominance orientation: Theorizing and measuring preferences for intergroup inequality using the new SDO₇ scale. Journal of Personality and Social Psychology, 109(6), 1003–1028. https://doi.org/10.1037/pspi0000033 Knowles, E. D., Lowery, B. S., Chow, R. M., & Unzueta, M. M. (2014). Deny, distance, or dismantle? How white Americans manage a privileged identity. Perspectives on Psychological Science, 9(6), 594–609. https://doi.org/10.1177/1745691614554658 Phillips, L. T., & Lowery, B. S. (2015). The hard-knock life? Whites claim hardships in response to racial inequity. Journal of Experimental Social Psychology, 61, 12–18. https://doi.org/10.1016/j.jesp.2015.06.008 Phillips, L. T., & Lowery, B. S. (2020). I ain’t no fortunate one: On the motivated denial of class privilege. Journal of Personality and Social Psychology, 1–20. https://doi.org/10.1037/pspi0000240 Sidanius, J., & Pratto, F. (1999). Social dominance: An intergroup theory of social hierarchy and oppression. Cambridge University Press.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.013
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0130.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.029
GPT teacher head0.350
Teacher spread0.322 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2022
Admission routes1
Has abstractyes

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