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CONCEPTUALIZING PROGRESS: BEYOND THE COMMON TASK FRAMEWORK Part of Beyond the data and model: Integration, enrichment, and progress, Webinar 3 in support of the NIH/NCATS Bias Detection Tools for
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Researchers conducting studies where bias can impact results.
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Bias detection tools are software or methodologies used to identify and analyze biases in algorithms, data sets, or decision-making processes.
Organizations and companies that utilize algorithms for decision-making processes, especially in sensitive areas like hiring, lending, and law enforcement, are typically required to file bias detection tools.
To fill out bias detection tools, organizations should input relevant data sets, specify the parameters for the analysis, and follow the guidelines provided by regulatory authorities.
The purpose of bias detection tools is to ensure fairness and accountability in automated processes by identifying biases that could lead to discrimination.
Organizations must report data sets used, methodology for bias detection, findings of the analysis, and any corrective actions taken to mitigate identified biases.
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