/**
* Co-Scientist Research Coordinator
*
* Advanced research integration system with hypothesis testing, academic database access,
* scientific method validation, and knowledge graph construction
*/
///
import { EventEmitter } from "events";
import { SecurityOptimizationManager } from "../core/security-optimization-manager.js";
export interface ResearchHypothesis {
id: string;
title: string;
description: string;
type: "observational" | "experimental" | "theoretical" | "computational";
variables: {
independent: string[];
dependent: string[];
controlled: string[];
};
methodology: string;
expectedOutcomes: string[];
successCriteria: string[];
confidence: number;
createdAt: Date;
status: "draft" | "testing" | "validated" | "rejected" | "inconclusive";
}
export interface AcademicDatabase {
name: string;
apiEndpoint: string;
apiKey?: string;
rateLimit: number;
capabilities: string[];
searchFields: string[];
resultFormat: string;
}
export interface ResearchPaper {
id: string;
title: string;
authors: string[];
abstract: string;
keywords: string[];
publicationDate: Date;
journal?: string;
doi?: string;
citations: number;
source: string;
relevanceScore: number;
methodology: string;
findings: string[];
limitations: string[];
}
export interface PeerReview {
id: string;
reviewerId: string;
paperId: string;
criteria: {
methodology: number;
significance: number;
clarity: number;
originality: number;
rigor: number;
};
comments: string[];
recommendation: "accept" | "minor_revision" | "major_revision" | "reject";
confidence: number;
reviewDate: Date;
}
export interface KnowledgeGraph {
nodes: {
id: string;
type: "concept" | "entity" | "relation" | "hypothesis" | "finding";
label: string;
properties: Record;
confidence: number;
sources: string[];
}[];
edges: {
id: string;
source: string;
target: string;
relation: string;
weight: number;
evidence: string[];
confidence: number;
}[];
metadata: {
created: Date;
updated: Date;
version: string;
domain: string;
contributors: string[];
};
}
export interface CitationManager {
style: "APA" | "MLA" | "Chicago" | "IEEE" | "Nature" | "Science";
references: Map;
citationGraph: {
forward: Map;
backward: Map;
};
impactMetrics: {
hIndex: number;
citationCount: number;
selfCitations: number;
journalImpactFactor: Map;
};
}
export interface ResearchValidation {
hypothesisId: string;
methodology: {
design: string;
sampleSize?: number;
controls: string[];
variables: string[];
statistical_tests: string[];
};
results: {
raw_data: any;
statistical_analysis: any;
effect_size?: number;
p_value?: number;
confidence_intervals?: any;
power_analysis?: any;
};
interpretation: {
conclusions: string[];
limitations: string[];
implications: string[];
future_research: string[];
};
validation_status: "pending" | "validated" | "invalidated" | "inconclusive";
replication_attempts: number;
meta_analysis_included: boolean;
}
export declare class ResearchCoordinator extends EventEmitter {
private logger;
private securityManager;
private hypotheses;
private validations;
private papers;
private peerReviews;
private knowledgeGraphs;
private citationManager;
private academicDatabases;
private apiLimits;
private activePipelines;
private researchQueue;
private memoryStore;
private metrics;
constructor(securityManager: SecurityOptimizationManager);
/**
* ๐งช Hypothesis Testing Framework
*/
generateHypothesis(params: {
domain: string;
background: string;
observations: string[];
variables: {
independent: string[];
dependent: string[];
controlled: string[];
};
methodology?: string;
}): Promise;
validateHypothesis(hypothesisId: string, validationParams?: {
methodology?: string;
dataSource?: string;
sampleSize?: number;
statisticalTests?: string[];
controls?: string[];
}): Promise;
/**
* ๐ Academic Database Integration
*/
searchAcademicDatabases(query: {
keywords: string[];
authors?: string[];
timeRange?: {
start: Date;
end: Date;
};
journals?: string[];
databases?: string[];
maxResults?: number;
}): Promise;
/**
* ๐ฅ Peer Review Simulation
*/
simulatePeerReview(paperId: string, reviewerProfiles?: Array<{
expertise: string[];
experience: number;
bias?: string;
strictness: number;
}>): Promise;
/**
* ๐ Research Paper Generation Pipeline
*/
generateResearchPaper(params: {
hypothesisId: string;
template?: string;
sections?: string[];
citationStyle?: "APA" | "MLA" | "Chicago" | "IEEE" | "Nature" | "Science";
targetJournal?: string;
coAuthors?: string[];
}): Promise<{
paper: ResearchPaper;
document: {
title: string;
abstract: string;
sections: Record;
references: string[];
figures?: any[];
tables?: any[];
};
}>;
/**
* ๐ง Knowledge Graph Construction with Mem0
*/
buildKnowledgeGraph(domain: string, sources: {
papers?: string[];
hypotheses?: string[];
validations?: string[];
external?: any[];
}): Promise;
/**
* ๐ Citation Management System
*/
manageCitations(operation: {
type: "add" | "update" | "remove" | "format" | "analyze";
paperId?: string;
citationStyle?: "APA" | "MLA" | "Chicago" | "IEEE" | "Nature" | "Science";
references?: string[];
analysisType?: "impact" | "network" | "trends";
}): Promise;
/**
* ๐ Scientific Method Validation Engine
*/
validateScientificMethod(params: {
hypothesisId: string;
checkReproducibility?: boolean;
validateEthics?: boolean;
checkBias?: boolean;
assessRigor?: boolean;
}): Promise<{
score: number;
issues: string[];
recommendations: string[];
compliance: {
reproducibility: boolean;
ethics: boolean;
bias: boolean;
rigor: boolean;
};
}>;
/**
* Private helper methods
*/
private initializeAcademicDatabases;
private initializeCitationManager;
private setupSecurityIntegration;
private startResearchPipeline;
private generateHypothesisTitle;
private generateHypothesisDescription;
private determineHypothesisType;
private suggestMethodology;
private predictOutcomes;
private defineSucessCriteria;
private assessHypothesisConfidence;
private addToKnowledgeGraph;
private initializeValidationFramework;
private selectResearchDesign;
private calculateSampleSize;
private identifyControls;
private selectStatisticalTests;
private executeValidationMethodology;
private performStatisticalAnalysis;
private interpretResults;
private determineValidationStatus;
private checkRateLimit;
private searchSingleDatabase;
private deduplicateResults;
private rankResultsByRelevance;
private generateReviewerProfiles;
private simulateSingleReview;
private calculateReviewConsensus;
private generatePaperTitle;
private generateKeywords;
private generatePaperSection;
private generateAbstract;
private generateReferences;
private extractKnowledgeFromPaper;
private extractKnowledgeFromHypothesis;
private extractKnowledgeFromValidation;
private buildKnowledgeRelationships;
private calculateKnowledgeConfidence;
private storeKnowledgeGraphInMemory;
private addCitation;
private formatCitations;
private analyzeCitations;
private checkReproducibility;
private validateEthics;
private checkBias;
private assessRigor;
private processResearchQueue;
private processQueueItem;
private updateKnowledgeGraphs;
/**
* Public API methods
*/
getMetrics(): {
hypothesesGenerated: number;
hypothesesValidated: number;
papersAnalyzed: number;
peerReviewsCompleted: number;
knowledgeGraphsBuilt: number;
citationsManaged: number;
databaseQueries: number;
securityIncidents: number;
};
getHypotheses(): ResearchHypothesis[];
getValidations(): ResearchValidation[];
getPapers(): ResearchPaper[];
getKnowledgeGraphs(): KnowledgeGraph[];
exportResearchData(format?: "json" | "csv" | "bibtex"): Promise;
}
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