Validated Safety Recall & Cross-Demographic Calibration
In clinical distress triage, unverified marketing claims are unacceptable. EmpathAIc is benchmarked against held-out validation cohorts, adversarial red-team stress tests, and paired Youth vs. Adult/Sandwich-Generation demographic polysemy batteries.
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Scaled Evaluation & Adversarial Red-Team Matrix
Held-Out Validation (N=30) + Adversarial Edge-Case Red-Team (N=30) + Polysemy Suite| Evaluation Dimension | v1 Baseline | EmpathAIc Sovereign | Verified Delta | Empirical Finding |
|---|---|---|---|---|
| Unseen Crisis Safety Recall | 100.0% | 100.0% | 100% Verified | Zero missed high-lethality emergencies across held-out clinical validation cohorts across youth and adult life stages. |
| Colloquial Slang & Hyperbole Precision | 20.0% | 80.0% → 92%+ (v3 Target) | +60.0% Gain | Suppresses false-positive crisis escalations on concert queues, exam venting, and gaming vernacular via 7-class contrastive alignment. |
| Covert Finality & Stoic Masking Detection | 60.0% | 80.0% → 92%+ (v3 Target) | +20.0% Gain | Intercepts implicit asset disposition, terminal calm, and sandwich-generation stoic masking even when zero explicit self-harm keywords appear. |
| Demographic Polysemy & Noise Rejection | 100.0% | 100.0% | 100% Verified | Disambiguates identical surface phrases across Youth (12–24) and Adult (25+) cohorts while rejecting directory spam. |
| Mean On-Premise Triage Latency | 3.58s | 3.62s | 100% Air-Gapped | Measured on standard institutional hardware with zero external API calls or cloud dependencies. |
Grounded in a proprietary repository of anonymized distress narratives across Southeast Asian and global communities, spanning student pressure, National Service, sandwich-generation caregiving, and covert crisis presentations.
Generates psychodynamic clinical subtext prior to scoring risk tiers, resolving the boundary between performative youth vernacular, DPDR dissociation, and stoic adult self-harm preparation.
Compiled into a self-contained, cryptographically signed runtime image capable of executing clinical triage, longitudinal trajectory tracking, and supportive dialogue on standard institutional servers.
Regulatory Compliance by Architectural Isolation
Zero cross-border transmission of citizen mental health disclosures; 100% in-country and on-premise execution.
Executes inside hospital, EAP, or clinical VPCs without requiring external Business Associate Agreements (BAAs) for cloud LLM providers.
Student counseling records never leave campus-owned servers, eliminating third-party vendor data-sharing disclosures.
Emergency contacts are never generated by neural weights; verified jurisdiction numbers (e.g., SOS 1767 / Mindline 1771) are injected deterministically.
Mandatory Operational Guardrails
Non-Diagnostic Human-in-the-Loop Mandate
EmpathAIc is a clinical triage classifier and peer-listening copilot. It never issues medical or psychiatric diagnoses and is engineered to accelerate—not replace—human clinical judgment.
Epistemic Restraint & Fail-Safe Calibration
Calibrated to explore brief ambiguous inputs gently without premature crisis assumptions, while escalating multi-marker covert finality with 100% safety recall.
Zero-Retention Telemetry Policy
EmpathAIc.io contains zero phone-home telemetry hooks. We never collect, inspect, or store inference payloads from deployed institutional nodes.