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Fig 1.

PRISMA Flowchart summarising study retrieval and selection.

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Fig 2.

Waffle chart highlighting the proportion of demographic attributes comprising our dataset.

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Fig 3.

Number of articles published per year and by quality of publication.

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Table 1.

Number of articles predicting gender, with associated platforms and references.

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Table 2.

Number of articles predicting gender, with associated predictors and references.

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Table 3.

Number of articles predicting age, with associated platforms and references.

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Table 4.

Number of articles predicting age, with associated predictors and references.

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Table 5.

Number of articles predicting location, with associated platforms and references.

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Table 6.

Number of articles predicting location, with associated predictors and references.

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Table 7.

Number of articles predicting political orientation, with associated platforms and references.

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Table 8.

Number of articles predicting political orientation, with associated predictors and references.

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Table 9.

Number of articles predicting sexual orientation, with associated platforms and references.

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Table 10.

Number of articles predicting sexual orientation, with associated predictors and references.

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Table 11.

Number of articles predicting family and relationship status, with associated platforms and references.

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Table 12.

Number of articles predicting family and relationship status, with associated predictors and references.

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Table 13.

Number of articles predicting ethnicity or race, with associated platforms and references.

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Table 14.

Number of articles predicting ethnicity or race, with associated predictors and references.

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Table 15.

Number of articles predicting education level, with associated platforms and references.

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Table 16.

Number of articles predicting education level, with associated predictors and references.

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Table 17.

Number of articles predicting income, with associated platforms and references.

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Table 18.

Number of articles predicting income, with associated predictors and references.

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Table 19.

Number of articles predicting language, with associated platforms and references.

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Table 20.

Number of articles predicting language, with associated predictors and references.

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Table 21.

Number of articles predicting religion, with associated platforms and references.

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Table 22.

Number of articles predicting religion, with associated predictors and references.

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Table 23.

Number of articles predicting occupation, with associated platforms and references.

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Table 24.

Number of articles predicting occupation, with associated predictors and references.

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Table 25.

Number of articles predicting health, with associated predictors and references.

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Table 26.

Number of articles predicting health, with associated predictors and references.

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Table 27.

Number of articles predicting social class, with associated platforms and references.

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Table 28.

Number of articles predicting social class, with associated predictors and references.

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