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Melanie Sage

5 papers hereh-index 14577 citations37 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author5

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • cs.CY3
  • cs.HC1
  • cs.SI1

identity via Semantic Scholar / OpenAlex

activity
20212025
most citedHow to Train a (Bad) Algorithmic Caseworker: A Quantitative Deconstruction of Risk Assessments in Child-Welfare

21 citations · 22 across the 5 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

cs.CY2022

Mutual Information Scoring: Increasing Interpretability in Categorical Clustering Tasks with Applications to Child Welfare Data

Pranav Sankhe, Seventy F. Hall, Melanie Sage +3

Youth in the American foster care system are significantly more likely than their peers to face a number of negative life outcomes, from homelessness to incarceration. Administrati…

cs.CY2022

A Data-Driven Simulation of the New York State Foster Care System

Yuhao Du, Stefania Ionescu, Melanie Sage +1

We introduce an analytic pipeline to model and simulate youth trajectories through the New York state foster care system. Our goal in doing so is to forecast how proposed intervent…

cs.HC2022★ 21 cited

How to Train a (Bad) Algorithmic Caseworker: A Quantitative Deconstruction of Risk Assessments in Child-Welfare

Devansh Saxena, Charlie Repaci, Melanie Sage +1

Child welfare (CW) agencies use risk assessment tools as a means to achieve evidence-based, consistent, and unbiased decision-making. These risk assessments act as data collection…

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