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Misclassification in Automated Content Analysis Causes Bias in Regression. Can We Fix It? Yes We Can!

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References

2013Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts3,290 cited
2019Model Cards for Model Reporting2,653 cited
2009A Method of Automated Nonparametric Content Analysis for Social Science762 cited
1997Monte Carlo Simulation677 cited
2017Measurement error and the replication crisis628 cited
2021Machine Learning for Social Science: An Agnostic Approach324 cited
2021The Distorting Prism of Social Media: How Self-Selection and Exposure to Incivility Fuel Online Comment Toxicity220 cited
2021Three Gaps in Computational Text Analysis Methods for Social Sciences: A Research Agenda183 cited
2020In Validations We Trust? The Impact of Imperfect Human Annotations as a Gold Standard on the Quality of Validation of Automated Content Analysis123 cited
2014Teaching the Computer to Code Frames in News: Comparing Two Supervised Machine Learning Approaches to Frame Analysis114 cited
2011Thematic content analysis using supervised machine learning: An empirical evaluation using German online news109 cited
2015Using Supervised Machine Learning to Code Policy Issues98 cited

Cited by

2023Editorial to the Special Issue: (Re)Establishing quality criteria for content analysis: A critical perspective on the field’s core method5 cited
2024

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Estimating and Correcting for Misclassification Error in Empirical Textual Research

2 cited

2025Rethinking Scaling Up Content Analysis: A Reappraisal of Justifications and Practices for Large-Scale Content Analysis1 cited