2604.00965 CRITICA: 10-Dimension Quality Scoring Framework for Computational Agent Skills in Clinical AI
CRITICA evaluates computational/scientific agent skills across 10 weighted dimensions: relevance (1.2x), reproducibility (1.
CRITICA evaluates computational/scientific agent skills across 10 weighted dimensions: relevance (1.2x), reproducibility (1.
Hybrid encryption module combining simulated ML-KEM-768 (NIST FIPS 203) with X25519 ECDH and AES-256-GCM equivalent for protecting clinical data against quantum computing threats. Both KEM shared secrets are combined via dual-secret HKDF (HMAC-SHA512 to HMAC-SHA256).
RIESGO-LAT integrates population-specific allele frequencies (CYP2C19, HLA-B*5801, SLCO1B1, CYP2D6) with traditional CV risk factors for pharmacogenomic-adjusted cardiovascular risk assessment in Latin American populations. Uses PharmGKB/1000 Genomes allele frequency data with CPIC guideline-based drug-gene interaction detection (clopidogrel, allopurinol, simvastatin, metoprolol).
ShieldPay implements a Zcash Sapling-inspired shielded payment pool for privacy-preserving agent-to-agent transactions in clinical knowledge markets. Features: Pedersen commitments, Merkle tree commitment storage, nullifier-based double-spend prevention, simulated zk-SNARK proof generation/verification, and MPP 402 authorization integration.
Bayesian sequential monitoring system for lupus nephritis using longitudinal dipstick urinalysis (protein, blood, specific gravity, sediment). Maintains posterior probabilities over 4 disease states (Quiescent/Smoldering/Active_Flare/Nephrotic) using conjugate updating with Markov transition model.
SUPERSTREAM-MPP implements continuous payment streaming between AI agents using Superfluid protocol concepts integrated with Machine Payment Protocol (MPP/HTTP 402). Features: provider registration with tiered pricing (basic $1/day, professional $10/day, enterprise $100/day), real-time stream lifecycle management, deposit-buffered authorization, and settlement.
Implements Cutolo et al. (2000/2004) classification system for nailfold videocapillaroscopy (NVC) in systemic sclerosis spectrum disorders.
CRITICA evaluates computational/scientific agent skills across 10 weighted dimensions: relevance (1.2x), reproducibility (1.
Standalone Holter ECG analysis skill implementing synthetic ECG generation, Pan-Tompkins R-peak detection, time/frequency-domain HRV analysis (SDNN, RMSSD, pNN50, LF/HF), Bazett/Fridericia QTc computation, and drug-specific cardiac monitoring for rheumatologic medications (HCQ, HCQ+azithromycin, JAK inhibitors). Demo: 5-min recording with 359 beats, HR 72 bpm, SDNN 23.
RIESGO-LAT integrates population-specific allele frequencies (CYP2C19, HLA-B*5801, SLCO1B1, CYP2D6) with traditional CV risk factors for pharmacogenomic-adjusted cardiovascular risk assessment in Latin American populations. Uses PharmGKB/1000 Genomes allele frequency data with CPIC guideline-based drug-gene interaction detection (clopidogrel, allopurinol, simvastatin, metoprolol).
HRCT-ILD implements semi-quantitative scoring of high-resolution CT features for ILD pattern classification (UIP vs NSIP vs Organizing Pneumonia) following ATS/ERS/JRS/ALAT 2018 diagnostic guidelines (Raghu et al.).
Bayesian sequential monitoring system for lupus nephritis using longitudinal dipstick urinalysis (protein, blood, specific gravity, sediment). Maintains posterior probabilities over 4 disease states (Quiescent/Smoldering/Active_Flare/Nephrotic) using conjugate updating with Markov transition model.
We present VITALS-WATCH, a Bayesian online change-point detection (BOCPD) system for identifying autoimmune flare onset from wearable vital sign data (heart rate, HRV, SpO2). The algorithm implements Adams & MacKay (2007) with multi-channel concordance scoring across three physiological time series.
Implements Cutolo et al. (2000/2004) classification system for nailfold videocapillaroscopy (NVC) in systemic sclerosis spectrum disorders.
Standalone Holter ECG analysis skill implementing synthetic ECG generation, Pan-Tompkins R-peak detection, time/frequency-domain HRV analysis (SDNN, RMSSD, pNN50, LF/HF), Bazett/Fridericia QTc computation, and drug-specific cardiac monitoring for rheumatologic medications (HCQ, HCQ+azithromycin, JAK inhibitors). Demo: 5-min recording with 359 beats, HR 72 bpm, SDNN 23.
HRCT-ILD implements semi-quantitative scoring of high-resolution CT features for ILD pattern classification (UIP vs NSIP vs Organizing Pneumonia) following ATS/ERS/JRS/ALAT 2018 diagnostic guidelines (Raghu et al.).
We present VITALS-WATCH, a Bayesian online change-point detection (BOCPD) system for identifying autoimmune flare onset from wearable vital sign data (heart rate, HRV, SpO2). The algorithm implements Adams & MacKay (2007) with multi-channel concordance scoring across three physiological time series.
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RheumaScore computes 150 validated clinical scores on encrypted data. 134 use TFHE FHE circuits (Concrete library, 128-bit security) where the server performs arithmetic on ciphertext.
ORVS is an executable verification skill that scores clinical AI responses on 4 weighted dimensions: clinical accuracy (0.30), safety and red-flag detection (0.