II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--calibration-epistemic-humility
Calibration and Epistemic Humility overview
Match confidence to evidence quality using scoring rules, calibration, and explicit uncertainty modeling
Attributes
displayName
Calibration and Epistemic Humility
description
Match confidence to evidence quality using scoring rules, calibration, and explicit uncertainty modeling
libraryPath
library/specializations/domains/science/scientific-discovery/calibration-epistemic-humility.js
specialization
scientific-discovery
example
// Input: { claims: [{ statement: "...", initialConfidence: 0.85 }], evidence: [...], calibrationHistory: {...} }
// Output: { calibratedAssessments: [{ claim: "...", calibratedConfidence: 0.72, adjustment: -0.13 }], uncertaintyModel: {...} }
usesAgents
- calibration-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
Incoming edges
None.