Research Output Register

Study portfolio records

Two completed evidence syntheses and four planned intervention or field studies are maintained in the study portfolio.

• SL-005: What higher-education AI tutoring studies actually measure. 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.

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 28 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 evidence syntheses. Future records will distinguish peer-reviewed publications, preprints, protocols, datasets, software, and public scholarship.