II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--residual-diagnostic-thinking
residual-diagnostic-thinking overview
Study model residuals to identify where and how the model fails, guiding model improvement
Attributes
displayName
residual-diagnostic-thinking
description
Study model residuals to identify where and how the model fails, guiding model improvement
libraryPath
library/specializations/domains/science/scientific-discovery/residual-diagnostic-thinking.js
specialization
scientific-discovery
usesAgents
- residual-calculator
- distribution-diagnostician
- structural-diagnostician
- independence-diagnostician
- influence-analyst
- failure-analyst
- improvement-advisor
- synthesis-specialist
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:computer-science--synthesis-specialist·LibraryAgentsynthesis-specialist
Incoming edges
None.