Human-State Consequence Benchmark v0.1: A Minimal Testable Protocol for AI Output → Human-State Delta → Dyadic Recovery

This submission does not report empirical findings. It proposes a minimal testable benchmark protocol for evaluating AI outputs through downstream human-state consequences: AI Output → Human-State Delta → Dyadic Recovery. The protocol defines Human-State Delta, Dyadic Recovery Delta, Human-State Packets, AI Output A/B comparison logic, Recovery Gate, Termination Gate, failure conditions, leakage controls, synthetic demonstration routes, and public/private data boundaries. This work is research-stage, non-clinical, non-diagnostic, non-therapeutic, non-surveillance, non-counseling, non-certification, pre-device, pre-compliance, and pre-validation. It does not validate Sal-Meter, CAIS, any device, any diagnostic system, any therapeutic system, or any production closed-loop intervention. Public hub: https://salpida.foundation/Proxy Benchmark Track GitHub: https://github.com/salpida-foundation/proxy-benchmark-trackOSF Research Hub: https://osf.io/k6crh/

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-13
DOI
https://doi.org/10.5281/zenodo.20148721
Primary Topic
Healthcare Technology and Patient Monitoring
Type
article
Field-Weighted Citation Impact
0.00
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article

Human-State Consequence Benchmark v0.1: A Minimal Testable Protocol for AI Output → Human-State Delta → Dyadic Recovery

JINHO LEE
Zenodo (CERN European Organization for Nuclear Research)
Healthcare Technology and Patient Monitoring
article

Human-State Consequence Benchmark v0.1: A Minimal Testable Protocol for AI Output → Human-State Delta → Dyadic Recovery

JINHO LEE
article en

Abstract

This submission does not report empirical findings. It proposes a minimal testable benchmark protocol for evaluating AI outputs through downstream human-state consequences: AI Output → Human-State Delta → Dyadic Recovery. The protocol defines Human-State Delta, Dyadic Recovery Delta, Human-State Packets, AI Output A/B comparison logic, Recovery Gate, Termination Gate, failure conditions, leakage controls, synthetic demonstration routes, and public/private data boundaries. This work is research-stage, non-clinical, non-diagnostic, non-therapeutic, non-surveillance, non-counseling, non-certification, pre-device, pre-compliance, and pre-validation. It does not validate Sal-Meter, CAIS, any device, any diagnostic system, any therapeutic system, or any production closed-loop intervention. Public hub: https://salpida.foundation/Proxy Benchmark Track GitHub: https://github.com/salpida-foundation/proxy-benchmark-trackOSF Research Hub: https://osf.io/k6crh/

Zenodo (CERN European Organization for Nuclear Research)
Salus (United States) (US)
Openalex Percentile: Top 5%
Healthcare Technology and Patient Monitoring
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