II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--model-vs-reality-thinking
model-vs-reality-thinking overview
Treat statistical and ML models as approximations of reality, systematically identifying where models fail to capture true data-generating processes
Attributes
displayName
model-vs-reality-thinking
description
Treat statistical and ML models as approximations of reality, systematically identifying where models fail to capture true data-generating processes
libraryPath
library/specializations/domains/science/scientific-discovery/model-vs-reality-thinking.js
specialization
scientific-discovery
usesAgents
- model-analyst
- reality-analyst
- assumption-auditor
- discrepancy-analyst
- misspecification-tester
- approximation-assessor
- 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_agent2
- lib-agent:scientific-discovery--assumption-auditor·LibraryAgentassumption-auditor
- lib-agent:computer-science--synthesis-specialist·LibraryAgentsynthesis-specialist
Incoming edges
None.