Research outputs
This page distinguishes current outputs, works in progress, and planned studies so conceptual development is not mistaken for peer-reviewed or empirically validated findings.
Current scholarly work
External pre-submission review
The theoretical foundation for CSI, integrating emergence, multilevel theory, organizational research, computational social science, and artificial intelligence.
Target journal: Computational and Mathematical Organization Theory
Current stage: Scholarly review prior to submission
Archived and citable
The first archival edition establishes ten canonical articles, construct boundaries, methodological principles, source verification, editorial policy, correction procedures, and reuse terms.
DOI: 10.5281/zenodo.21701697
Supporting outputs
Conceptual illustration
A hypothetical, synthetic listening-session example showing how CSI differs from simple activity aggregation.
Scholarly infrastructure
Seventeen source records and a claim-level citation audit supporting the foundational CSI Reference articles.
Research governance
Public policies governing AI assistance, evidence standards, authorship responsibility, revisions, reuse, and scholarly corrections.
Planned research outputs
Translate a specific collective construct into observable relational and temporal features with explicit composition logic.
Compare CSI models with individual aggregation and simpler activity-based baselines using collective-level labels.
Test reliability, calibration, construct validity, and robustness across collectives, contexts, and observation windows.
These are planned outputs, not completed studies. Dates, datasets, methods, and public materials will be added only when the work reaches an appropriate stage.
Research status
The Research Program explains the staged agenda. The CSI Reference maintains the governed concepts that current and future outputs will use.
View the Research ProgramOpen the CSI Reference