Research Output Register
A status-aware register for analysis, research methods, study concepts, protocols, software, datasets, preprints, and peer-reviewed work. Released outputs will include a date, version, persistent identifier, and review status.
Current Output Status
Santaros Labs is building a public research portfolio for people who learn, teach, and study learning. This page makes the current boundary between analysis, plans, artifacts, and completed scholarly output explicit.
RESEARCH OUTPUTS
Transparent Output Register
Study portfolio records
Two completed synthesis records, one evidence synthesis and one methods synthesis, plus five planned intervention, field, or context studies are maintained in the study portfolio.
- SL-005: Evidence from a higher-education AI tutoring trial. Completed evidence synthesis.
- SL-006: Teaching reproducible research as a learning outcome. Completed methods synthesis.
- SL-001: Scientific reasoning instruction with AI assistance. Planned intervention study, protocol drafting.
- SL-002: Reproducible analysis training with AI assistance. Planned intervention study, protocol drafting.
- SL-003: Teaching evidence synthesis under scientific disagreement. Planned intervention study, protocol drafting.
- SL-004: Mentored team learning in shared AI research workspaces. Planned field study, concept and scoping.
- SL-007: AI literacy and teacher judgment in Lithuanian classrooms. Planned Lithuania context study, concept and scoping.
Planned methods notes
- Planned technical note: Minimum viable provenance for AI-assisted scientific analysis.
- Planned methods note: A source-support rubric for teaching scientific evidence synthesis.
- Planned governance guide: Reporting AI contributions across mentored research workflows.
- Planned perspective: Separating task completion from learning, transfer, calibration, and error detection.
Open research artifacts
- Protocol templates, scoring rubrics, analysis code, and benchmark materials will be linked only after review and release.
- Datasets will be shared only when consent, privacy, security, institutional policy, and source licensing permit.
- Version history and correction notices will accompany public artifacts so changes remain auditable.
Publication disclosure
Transparency matters more than an impressive-looking list.
- As of 29 August 2026, Santaros Labs has not published a journal article, conference paper, dataset, or software release under its name.
- The study portfolio includes two completed public synthesis records. Future records will distinguish peer-reviewed publications, preprints, protocols, datasets, software, and public scholarship.
COLLABORATE WITH US
Contribute to a Transparent Research Record
We welcome replication partners, methodological reviewers, domain experts, and maintainers of open scientific infrastructure.
Authorship and contribution expectations are documented before work begins.