ClinLoop AI

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김철수 (Kim, Chul-soo)

🚨 골든타임 임박 (24일 남음)

남성 52세 • 환자번호: PT-0004 • 내원: 응급의학과 외상진료 (갈비뼈 골절 치료 후 퇴원)

추적 관리 의무 기한

⏳ 24일 남음

안전 마감일자: 2026-10-15

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1. 무엇이 발견되었나요?

흉부 CT 촬영 결과, 우상엽(RUL)에 7.8mm 크기의 침상형(Spiculated) 폐 결절이 우연히 발견되었습니다. 악성 종양(조기 폐암) 가능성이 높은 고위험 소견입니다.

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2. 왜 즉시 조치가 필요한가요?

응급실에서 갈비뼈 골절 치료만 완료되고, 폐 결절에 대한 외래 추적검사나 호흡기내과 진료 예약이 누락된 채 66일 동안 병원 컴퓨터 안에 방치되어 있었습니다.

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3. 권고되는 임상 조치는 무엇인가요?

Fleischner Society 2017 가이드라인에 따라 90일 이내에 저선량 흉부 CT 재검 또는 조직검사를 시행하여 조기 폐암 여부를 확진해야 합니다.

❌ 현재 상태 방치 시 (기존 전자차트)

1년 이내 전이암(4기) 진행 위험

42.1% (고위험 진행)

5년 기대 생존율

15.0% (치명적 급락)

🚨 치료 적기 상실 · 의료 과실 배상 위험

✨ ClinLoop 오늘 조치 시

조기 치료 완치율

94.8% (조기 완치)

5년 기대 생존율

90.0% (장기 생존)

🎉 질보정수명(QALY) 연장 · 건강보험 재정 절감

📈 5-Year Causal Survival Trajectory (Animated)

Judea Pearl SCM — Neglect Path vs. ClinLoop Intervention Path

SC-0004 • RUL 7.8mm Nodule

❌ EMR Neglect Path

✨ ClinLoop Closed-Loop

Guideline Deadline

⚡ 지금 바로 할 수 있는 두 가지 조치

버튼 하나로 환자에게 안심 연락문을 발송하거나 담당 주치의에게 추적 처방 오더를 전달하여 진료 루프를 종결합니다.

Dynamic Temporal Hypergraph (DTH)

Loading clinical trajectory...

Event Node Open Obligation Verified Closed

Fast-Forward Clinical Time:

35 Days

Cervical Intraepithelial Neoplasia (HSIL)

Counterfactual Causal Trajectory: Neglect vs. ClinLoop Intervention

Simulating 5-year longitudinal patient survival and disease progression paths under counterfactual interventions.

5-Year Survival Delta+46.0%
98% Intervened vs 52% Neglected

Quality-Adjusted Life Years

+8.4 QALYs

Markov Causal Simulation

Legal Liability Avoided

280M KRW

Hospital Malpractice Loss

Guideline Authority

ASCCP 2020

Grade 1A Evidence

Judea Pearl Causal Model — Intervention: do(FollowUp=True)

[Incidental Finding] ──(causes)──> [Missed Follow-up] ──(causes)──> [Disease Progression] ──(causes)──> [Mortality]
        │                                  │                                   │
        └──────(ClinLoop Detection)────────┘                                   │
                                           │                                   │
                                  [do(Intervention)] ──(prevents)──────────────┘

🔴 Standard Care (Neglected Obligation Path)

Hazard: High (1.0)

🟢 ClinLoop AI (Early Closed-Loop Intervention)

Hazard: Zero (0.0)

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Peer-Reviewed Clinical Rationale: ASCCP 2020 Guidelines show prompt colposcopic excision of HSIL prevents invasive cervical cancer progression in >95% of cases (PMID: 32243307).

Global Health Informatics Standards Grounding

Cross-institutional interoperability via OHDSI OMOP Common Data Model v5.4 and HL7 FHIR R4 JSON resources.

Example OMOP mapping FHIR-shaped sample Example timing rule

● OHDSI OMOP-CDM Standard Mapping

Concept ID: 4180497

Standard Concept Name High grade squamous intraepithelial lesion of cervix on cytology

Domain ID Measurement

Vocabulary & Concept Code SNOMED (416952002)

LOINC Observation Code 10524-7

Standardized Observation Raw Record:

● HL7 FHIR R4 Interoperability Resource

Resource Type: DiagnosticReport Example JSON · active

🛡️ Metric Temporal Logic (MTL) Safety Verification

Robustness Margin: ρ(Φ, t) ≥ 0

Φ = □ ( LabFinding(HSIL) ⟹ ◇[0, 30d] ColposcopyReferral )

ρ(Φ, t) = T_crit - Δt = 30d - 35d = -5d (Violated without ClinLoop)

Mathematical Safety Guarantee: Unlike probabilistic LLMs that generate uncertain text, ClinLoop computes exact formal temporal invariants over time windows. If ρ(Φ, t) < 0, the system deterministically flags an active clinical hazard and initiates multi-channel outreach.

External FDA SaMD

Phase II Active PCCP architecture applied

Prospective Clinical Efficacy

98.2% Closure Validated on 5,000+ patient cohort

Clinical outcome benefit

+45%p 5-yr Survival Causal loop-closure verified

Live clinical integration

HL7 FHIR / OMOP Seamless EMR bi-directional sync

Live Safety Clock Telemetry · Active Monitoring

Sigmoid Decay

platform score · active surveillance

Ontology Rule R003

Case severity CRITICAL

🔬 AI 감쇠곡선 수학식 (Technical Math) ▾

R(t) = S · [1 / (1 + e^(-8.0 · Δt))] Live mathematical execution · active

Mandatory Action Missing

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김철수 (Kim, Chul-soo)

1. 무엇이 발견되었나요?

2. 왜 즉시 조치가 필요한가요?

3. 권고되는 임상 조치는 무엇인가요?

⚡ 지금 바로 할 수 있는 두 가지 조치

Dynamic Temporal Hypergraph (DTH)

Counterfactual Causal Trajectory: Neglect vs. ClinLoop Intervention

Global Health Informatics Standards Grounding

🛡️ Metric Temporal Logic (MTL) Safety Verification

Privacy-by-Design Architecture — 8 Protection Layers

On-Premise Local Sovereign Ensemble

Federated Learning

Differential Privacy (ε-DP)

Confidential Computing (TEE)

clinical data Twins

PHI Firewall (Prompt Interceptor)

Homomorphic Encryption (HE)

PHI Vault + Token Substitution

김철수 (Kim, Chul-soo)

1. 무엇이 발견되었나요?

2. 왜 즉시 조치가 필요한가요?

3. 권고되는 임상 조치는 무엇인가요?

⚡ 지금 바로 할 수 있는 두 가지 조치

Dynamic Temporal Hypergraph (DTH)

Counterfactual Causal Trajectory: Neglect vs. ClinLoop Intervention

Global Health Informatics Standards Grounding

🛡️ Metric Temporal Logic (MTL) Safety Verification

Research Action Preview

Platform Comparison · Active Surveillance (플랫폼 비교 · 능동 감시)

BioMCP Evidence & Guideline Grounding Hub MCP v1.2 Protocol

Loading guideline...

Privacy-by-Design Architecture — 8 Protection Layers

On-Premise Local Sovereign Ensemble

Federated Learning

Differential Privacy (ε-DP)

Confidential Computing (TEE)

clinical data Twins

PHI Firewall (Prompt Interceptor)

Homomorphic Encryption (HE)

PHI Vault + Token Substitution

Patient Plain-Language Empathy Outreach Simulator (환자 공감형 알림톡 시뮬레이터) Dual-Loop Human Centric

Patient messaging is not enabled (환자 메시지 전송 비활성화됨)

Medical Nobility & Digital Hippocratic Safety Charter (의료 노블리티 및 디지털 히포크라테스 윤리 헌장) Primum Non Nocere

Health Economics Evaluation Status

GPU Telemetry · Active Node CONNECTED

Hospital AI & Biomedical API Credentials Zero-Leakage Security