II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--diagnostic-reasoning
diagnostic-reasoning overview
Diagnostic Reasoning Process - Infer hidden causes from observable symptoms using fault models, Bayesian diagnosis, and abductive reasoning for root cause analysis.
Attributes
displayName
diagnostic-reasoning
description
Diagnostic Reasoning Process - Infer hidden causes from observable symptoms
using fault models, Bayesian diagnosis, and abductive reasoning for root cause analysis.
libraryPath
library/specializations/domains/science/scientific-discovery/diagnostic-reasoning.js
specialization
scientific-discovery
references
- - Reiter (1987). A Theory of Diagnosis from First Principles - de Kleer & Williams (1987). Diagnosing Multiple Faults - Peng & Reggia (1990). Abductive Inference Models for Diagnostic Problem-Solving - Lucas (2001). Bayesian Diagnosis in Medicine
example
const result = await orchestrate('specializations/domains/science/scientific-discovery/diagnostic-reasoning', {
domain: 'Industrial Systems',
symptoms: [{ name: 'increased_temperature', value: 85, unit: 'C' }, { name: 'vibration', severity: 'high' }],
systemModel: { components: ['motor', 'bearing', 'pump'], connections: [...] },
faultLibrary: [{ name: 'bearing_failure', symptoms: ['vibration', 'temperature'] }]
});
usesAgents
- root-cause-analyst
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_agent1
- lib-agent:scientific-discovery--root-cause-analyst·LibraryAgentroot-cause-analyst
Incoming edges
None.