AI ethics evidence index Search
Source-linked daily record
Evidence record 14526 · automatically gathered

Optimal Causal Annotations: An Application to Casenotes in Social Services

arXiv:2502.10605v4 Announce Type: replace-cross Abstract: Problem definition: Estimating causal effects of interventions is central to policy and operations, but outcome data are often missing or costly to obtain. LLMs can provide text annotation at scale but may be subject to unknown bias. When ground-truth outcomes require expensive expert labeling or follow-up, budget limits typically allow only a fraction of the data to be labeled. Motivated by collaboration with a nonprofit conducting stree

Record details

Published: 30 July 2026
Source: arXiv cs.CY
Category: Research
Topics: Bias & fairness · Regulation
Retrieved: 30 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Bias & fairness · Shared topic: Regulation

Inference-Time Policy Alignment for Fair Reinforcement Learning

arXiv fairness query · 31 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

A Computational Ethical Framework for Financial Digital Phenotyping for Mental Health

arXiv cs.CY · 28 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

Heterogeneous Multi-Agent Reinforcement Learning for Radio Resource Management under Coupled Finite-Horizon Constraints

arXiv fairness query · 3 August 2026

Shared topic: Bias & fairness · Shared topic: Regulation

Diffusion Policy with Behavioral Advantage Correction for Offline Reinforcement Learning

arXiv cs.AI · 3 August 2026

Shared topic: Bias & fairness · Shared topic: Regulation

AIDLC–governance indicator framework: a lifecycle-based approach to institutional AI governance

AI & Society · 4 August 2026

Shared topic: Bias & fairness · Shared topic: Regulation

Whose ethics? Whose AI? Refining the Philippine AI Regulation Act toward a Contextual AI Ethic

AI & Society · 4 August 2026

How to cite this record

ethics.ai (30 July 2026), “Optimal Causal Annotations: An Application to Casenotes in Social Services,” evidence record 14526, https://ethics.ai/record/14526 (originally published by arXiv cs.CY).

JSON

Use and limitations

This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.