Evidence & Research
Roveera is committed to publishing what the data shows. The evidence pipeline below describes how research data from the CALM Index™ assessment is collected, anonymised, and published as open-access reports.
Evidence Pipeline
Three Publication Tracks
All reports are open-access, ungated, and designed to be machine-readable for AI citation and researcher use.
Annual CALM Index™ Behavioral Wellness Report
Published annually once the assessment dataset reaches the threshold required for statistically meaningful aggregate analysis. The report presents anonymised aggregate band distribution data, pillar score breakdowns across Recovery, Renewal, and Reach, and intervention engagement rates — disaggregated by region where sample size permits.
Access: Open access — no gate, no login, no email required. Cite freely with attribution.
Publication threshold: 10,000 anonymised assessments
Intervention Effectiveness Reports
Companion reports to the Annual Behavioral Wellness Report. These reports analyse which intervention types — hacks, habits, affirmations, challenges, exercises — produce the highest band movement rates across specific CALM Index™ pillar profiles. Designed to be machine-readable for AI citation and researcher use. Published alongside the Annual Report.
All intervention signals are anonymised before inclusion. Minimum cohort size for any reported cell: n ≥ 50. Cells below threshold are suppressed.
CALM Index™ Validation Study
A formal psychometric validation study of the CALM Index™ composite methodology is planned for initiation once the assessment dataset reaches 50,000 assessments. The study will examine the construct validity, internal consistency, and test-retest reliability of the CALM Index™ composite score across the Recovery, Renewal, and Reach pillars. Submission target: Journal of Medical Internet Research (JMIR).
Study initiation threshold: 50,000 anonymised assessments. Peer review process to be completed before publication.
Foundational Papers
Methodology Whitepapers
Peer-reviewed methodology documents describing the CALM Index™ psychometric framework and Ora behavioral intelligence architecture. Available as open-access downloads and submitted to ResearchGate and SSRN for academic citation.
The CALM Index™: A Three-Pillar Psychometric Framework for Behavioral Wellness
Adesina, A. (2026) · 3pplea Holdings LLC / Roveera · CC BY 4.0
Describes the theoretical basis of the three-pillar framework, instrument selection and integration methodology (PHQ-9, GAD-7, ISI-7, PSS-10, SWLS, BAT-8), composite scoring model, adaptive branching design, and band classification system. Includes pillar-level question-count weighting rationale and the assessment seed initialisation protocol.
Download v1.0Ora: Behavioral Intelligence Architecture in Roveera
Adesina, A. (2026) · 3pplea Holdings LLC / Roveera · CC BY 4.0
Describes the proactive (non-conversational) behavioral intelligence architecture that monitors four data categories — CALM Index™ assessment signals, wearable physiological data, behavioral engagement logs, and session signals — to detect deterioration patterns and route interventions without user initiation. Includes the practitioner briefing system and data boundary protocol.
Download v1.0Methodology Reference
The CALM Index™ integrates six validated psychometric scales (PHQ-9, GAD-7, ISI, PSS-10, SWLS, BAT-8) into a composite score across Recovery, Renewal, and Reach. Full methodology is documented at roveera.com/methodology.
All research data is fully anonymised. No individual can be identified from any finding in any published report. Research consent is separate from the Roveera Terms of Service and is opt-in only. Read our privacy policy for full data handling details.
© 2026 3pplea Holdings LLC. All reports published under CC BY 4.0.