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Showing results for "causality"
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Causal Inference with DAGs & DoWhy
Act as a causal scientist. Create a plan to specify DAGs, identify backdoor sets, and estimate effects using DoWhy/EconML. Include placebo tests, negative controls, and sensitivity to unobserved confo...
Tags:
causal-inference,
DAG,
DoWhy,
EconML,
confounding
Author: Assistant
Category: biostats-methods | Model: gpt-5
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Reinforcement Learning for Treatment Policies (Sim)
You are an ML researcher. Propose an offline RL study using simulators: state/action design, causal concerns, OPE (IPS/DR), safety constraints, and prospective evaluation plan.
Tags:
reinforcement-learning,
offline-RL,
healthcare,
simulation,
OPE
Author: Assistant
Category: ml-methods-health | Model: gpt-5
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Event Chain Predictor
Given recent geopolitical events, map out possible chains of causality that may unfold. Use probability scoring for each path and summarize the most likely 3 scenarios.
Tags:
geopolitics,
forecast,
causality
Author: Tsubasa Kato
Category: Scenario Planning | Model: GPT-5
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