II.
LibrarySkill overview
Reference · livelib-skill:scientific-discovery--causal-inference-engine
causal-inference-engine overview
Causal reasoning implementing DAG construction, do-calculus, and intervention effect estimation
Attributes
displayName
causal-inference-engine
description
Causal reasoning implementing DAG construction, do-calculus, and intervention effect estimation
libraryPath
library/specializations/domains/science/scientific-discovery/skills/causal-inference-engine/SKILL.md
specialization
scientific-discovery
contentSummary
# Causal Inference Engine
## Purpose
Provides causal reasoning capabilities implementing DAG construction, do-calculus, and intervention effect estimation.
## Capabilities
- Causal DAG construction and validation
- Backdoor/frontdoor criterion checking
- Average treatment effect estima
Outgoing edges
lib_applies_to_domain1
- domain:scientific-discovery·DomainScientific Discovery
lib_belongs_to_specialization2
- specialization:scientific-research-methods·SpecializationScientific Research Methods
- specialization:scientific-discovery·SpecializationScientific Discovery
lib_implements_workflow2
- workflow:experiment-design·WorkflowExperiment Design
- workflow:peer-review-cycle·WorkflowPeer Review Cycle
lib_involves_role2
- role:research-engineer·RoleResearch Engineer
- role:computational-scientist·RoleComputational Scientist
lib_requires_skill_area3
- skill-area:data-analysis·SkillAreaData Analysis
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:deep-web-research·SkillAreaDeep Web Research
Incoming edges
None.