How Redundant are Redundant Encodings? Blindness in the Wild and Racial Disparity when Race is Unobserved

Author:

Cheng Lingwei1ORCID,Gallegos Isabel O2ORCID,Ouyang Derek2ORCID,Goldin Jacob3ORCID,Ho Dan2ORCID

Affiliation:

1. Carnegie Mellon University, USA

2. Regulation, Evaluation, and Governance Lab, Stanford University, USA

3. University of Chicago, USA

Funder

Stanford Institute for Human-Centered Artificial Intelligence

Public Interest Technology University Network

Publisher

ACM

Reference107 articles.

1. Write It Like You See It: Detectable Differences in Clinical Notes by Race Lead to Differential Model Recommendations

2. Dzifa Adjaye-Gbewonyo Robert A Bednarczyk Robert L Davis and Saad B Omer. 2014. Using the Bayesian Improved Surname Geocoding Method (BISG) to create a working classification of race and ethnicity in a diverse managed care population: a validation study. Health services research 49 1 (2014) 268–283. Dzifa Adjaye-Gbewonyo Robert A Bednarczyk Robert L Davis and Saad B Omer. 2014. Using the Bayesian Improved Surname Geocoding Method (BISG) to create a working classification of race and ethnicity in a diverse managed care population: a validation study. Health services research 49 1 (2014) 268–283.

3. Auditing black-box models for indirect influence

4. Larry Alexander and Kevin Cole. 1997. Discrimination by Proxy. 453–463 pages. https://scholarship.law.umn.edu/concomm/602 Larry Alexander and Kevin Cole. 1997. Discrimination by Proxy. 453–463 pages. https://scholarship.law.umn.edu/concomm/602

5. American Hospital Association. 2022. ICD-10-CM Coding for Social Determinants of Health. https://www.aha.org/system/files/2018-04/value-initiative-icd-10-code-social-determinants-of-health.pdf American Hospital Association. 2022. ICD-10-CM Coding for Social Determinants of Health. https://www.aha.org/system/files/2018-04/value-initiative-icd-10-code-social-determinants-of-health.pdf

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