II.
Specialization JSON
Structured · livespecialization:scientific-research-methods
Scientific Research Methods json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:scientific-research-methods",
"_kind": "Specialization",
"_file": "domain/specializations/specializations-science.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Scientific Research Methods",
"parentDomainId": "domain:scientific-discovery",
"description": "Systematic application of the scientific method across disciplines — covering\nhypothesis formulation, experimental design (factorial, adaptive, randomized\ncontrolled), data collection protocols, and statistical analysis. Addresses\nreproducibility crises, pre-registration, open data practices, and AI-assisted\nliterature synthesis. Provides the methodological backbone for peer-reviewed\nresearch, systematic reviews, and meta-analyses across natural and social\nsciences.\n"
},
"outgoingEdges": [
{
"from": "specialization:scientific-research-methods",
"to": "domain:scientific-discovery",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:scientific-discovery",
"to": "specialization:scientific-research-methods",
"kind": "contains"
},
{
"from": "skill-area:statistical-analysis",
"to": "specialization:scientific-research-methods",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "lib-agent:scientific-discovery--analogical-reasoner",
"to": "specialization:scientific-research-methods",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:scientific-discovery--assumption-auditor",
"to": "specialization:scientific-research-methods",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:scientific-discovery--bayesian-analyst",
"to": "specialization:scientific-research-methods",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
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"to": "specialization:scientific-research-methods",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
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"kind": "lib_belongs_to_specialization",
"attributes": {
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"kind": "lib_belongs_to_specialization",
"attributes": {
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}
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"to": "specialization:scientific-research-methods",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
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"to": "specialization:scientific-research-methods",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
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"attributes": {
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"kind": "lib_belongs_to_specialization",
"attributes": {
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"attributes": {
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"kind": "lib_belongs_to_specialization",
"attributes": {
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"attributes": {
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"attributes": {
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"attributes": {
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"attributes": {
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