II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--causal-inference
causal-inference overview
Causal Inference Process - Identify causal relations and predict intervention effects using structural causal models, do-calculus, and potential outcomes frameworks for scientific discovery.
Attributes
displayName
causal-inference
description
Causal Inference Process - Identify causal relations and predict intervention effects
using structural causal models, do-calculus, and potential outcomes frameworks for scientific discovery.
libraryPath
library/specializations/domains/science/scientific-discovery/causal-inference.js
specialization
scientific-discovery
references
- - Pearl, J. (2009). Causality: Models, Reasoning, and Inference - Imbens & Rubin (2015). Causal Inference for Statistics, Social, and Biomedical Sciences - Peters, Janzing, Scholkopf (2017). Elements of Causal Inference - Hernan & Robins (2020). Causal Inference: What If
example
const result = await orchestrate('specializations/domains/science/scientific-discovery/causal-inference', {
domain: 'Epidemiology',
variables: ['smoking', 'lung_cancer', 'age', 'genetics'],
researchQuestion: 'What is the causal effect of smoking on lung cancer controlling for confounders?',
priorKnowledge: ['Age affects both smoking probability and cancer risk']
});
usesAgents
- causal-reasoning-analyst
- statistical-consultant
- rigor-assessor
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
uses_agent3
- lib-agent:scientific-discovery--causal-reasoning-analyst·LibraryAgentcausal-reasoning-analyst
- lib-agent:scientific-discovery--statistical-consultant·LibraryAgentstatistical-consultant
- lib-agent:scientific-discovery--rigor-assessor·LibraryAgentrigor-assessor
Incoming edges
None.