Foundational theory
Collective-State Inference
The central inferential process, its qualification requirements, and its relationship to collective awareness.
Read RA-001Canonical research documentation
CSI Reference
The versioned conceptual reference for Collective-State Inference. It organizes the research program's canonical definitions, construct boundaries, methodological principles, and system concepts as the field develops.
How to use the Reference
Learn CSI through its foundational concepts.
Scholarly papers establish and test the research. The CSI Reference organizes that knowledge into permanent, accessible articles that can be refined as definitions, evidence, and methods mature.
Edition 0.1 remains the fixed ten-article archival release. New methodological articles are clearly identified as living extensions and do not alter the archived edition.
The About the CSI Research Program page documents authorship and status. The Editorial and Citation Policy governs claims and corrections. The Scholarly Sources registry and Citation Verification Audit provide verifiable support.
Published reference articles
Move from core vocabulary into method, awareness, system design, uncertainty, and empirical validation.
Each card identifies the article's primary role in the research program. The role label is a navigation aid, not a claim that an article belongs to only one category or has reached a different level of scholarly maturity.
Construct definition
Collective State
The latent, temporally situated condition that CSI attempts to estimate.
Read RA-002Unit and boundary
Collective
The bounded, interdependent unit within which collective conditions can meaningfully emerge.
Read RA-003Emergence theory
Emergence
How relationships, configurations, and temporal dynamics give rise to meaningful collective-level conditions.
Read RA-004Cross-level measurement
Composition Models
How lower-level evidence supports a collective-level construct through explicit, testable composition rules.
Read RA-005Evidence architecture
Observable Evidence
Participant-level, relational, temporal, contextual, and multimodal traces used to support CSI.
Read RA-006Validation methodology
Validation
How collective-state estimates are tested for construct validity, reliability, calibration, generalization, and value beyond simpler baselines.
Read RA-007Functional extension
Collective Awareness
The capacity to interpret, project, explain, and responsibly use validated collective-state estimates.
Read RA-008System design
Collective-Aware AI Systems
AI-enabled systems that operationalize validated CSI outputs within accountable, human-governed decision environments.
Read RA-009Uncertainty representation
Uncertainty in CSI
How construct, boundary, evidence, model, temporal, interpretive, and use uncertainty are represented throughout CSI.
Read RA-010Ground-truth methodology
The Ground Truth Problem
Why latent collective states cannot be validated through prediction alone and require cross-level, multimethod evidence.
Read RA-011Durable scholarly infrastructure
Edition 0.1 remains a fixed, citable archival release.
The Edition 0.1 Archival Release documents the fixed inventory, public repository, checksum process, and Zenodo record. The release DOI is 10.5281/zenodo.21701697.
The Reuse and Licensing statement governs reuse of original CSI scholarly content. RA-011 is a living methodological extension and does not retroactively alter Edition 0.1.
Open archived release Review reuse and licensing Submit scholarly feedback
Research status
Living documentation, not validated findings.
Archival and citation infrastructure establish persistence, traceability, and scholarly usability. They do not constitute peer review, journal acceptance, or empirical validation.