Capability details
What this helps you do
Estimate and infer target parameters in specified causal models using double/debiased machine learning; identification assumptions remain the researcher's responsibility.
Catalog editorial description
View description sources
editor · 2026-09-18 — Catalog classification and summary; not maintainer acknowledgement.
Research classification
Economics and business
View discipline evidence
editor · 2026-09-18 — 依据原始用途对项目与核心工具提出FORD 5.2分类；属于科研任务子集，不替代开放科研网络整体定位。
Who it is for
An intended audience has not been supplied. Check the original documentation for suitability and prerequisites.
How to use it
Follow upstream guidance and source conditions.
AIPOCH has not verified execution.
Read usage documentationInputs
- 结果Y、处理D、协变量X、可选工具变量及学习器/重采样设置。
Outputs
- 目标参数、标准误、置信区间等推断量。
Resource type
Tool
Access conditions
- 固定LICENSE为BSD3条款。
- 依赖scikit-learn等Python生态；机器学习不能自动证明因果识别，R twin属于另一实现。
- Community indexing of this software or analysis workflow only. External models, datasets, services and third-party components have separate terms. Installation, scientific accuracy and suitability were not validated.
View usage information sources
Inputs
editor · 2026-09-18 — Catalog classification and summary; not maintainer acknowledgement.
Outputs
editor · 2026-09-18 — Catalog classification and summary; not maintainer acknowledgement.
Access conditions
editor · 2026-09-18 — Catalog classification and summary; not maintainer acknowledgement.
Documentation
editor · 2026-09-18 — Catalog classification and summary; not maintainer acknowledgement.
Sources & versions
- Reference role
- implementation
- Last successful public check
- 2026-09-22T08:38:02.404Z
- Latest public check attempt
- 2026-09-22T08:38:02.404Z · ok
- GitHub metrics
- Stars 788 · checked · latest attempt 2026-09-22T08:38:02.404Z (ok)
Forks 128 · checked · latest attempt 2026-09-22T08:38:02.404Z (ok) - Latest default-branch commit
4e51b3ebb8784fb77c3902b0d3c504b46e53149f
Observed 2026-09-22T08:38:02.404Z- Source activity check
- fresh · last successful check 2026-09-22T08:38:02.404Z · latest attempt 2026-09-22T08:38:02.404Z (ok)
- Source status
- Active at last observation
- License
- BSD-3-Clause
- Fixed commit
1808b07a13cc8c61f508c1ed6aec658ea32a2807- Reference checked
- 2026-09-18
Default-branch activity is separate from the fixed reference above. Source terms apply. A fixed commit identifies content; it does not establish scientific validity.
Related research
Estimate and infer target parameters in specified causal models using double/debiased machine learning; identification assumptions remain the researcher's responsibility.
Claims & evidence
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Research questions and code contributions belong with the original project. Catalog corrections can be proposed separately.