II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--calibration-epistemic-humility
calibration-epistemic-humility overview
Match confidence to evidence quality using scoring rules, calibration, and explicit uncertainty modeling
Attributes
displayName
calibration-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.