Patient Vitals — Simultaneous Observation
* required
mmHg · Normal 90–120 · NONLINEAR
mmHg · Normal 60–80 · NONLINEAR
bpm · Normal 60–100 · HYBRINEAR
% · Normal 95–100 · NONLINEAR
°C · Normal 36.1–37.2 · LINEAR
/min · Normal 12–20 · NONLINEAR
mg/dL · Normal 70–140 · HYBRINEAR
Running UCEDP v1.2.1 pipeline…
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Enter simultaneous vital signs
UCEDP v1.2.1 automatically discovers M latent configurations from your vitals, computes per-configuration L/NL/H with type-adaptive weights, boundary-deviation z-scores, and overall Ω coherence.

Deviation = 0 when in normal range. Measured from nearest boundary only.
Which protocol for which data?
UCEDP v1.2.1 (this page) — For a single-moment snapshot: all vitals measured at the same time. Discovers how vitals cluster and how coherent the system is right now. Historical readings entered here are treated as independent snapshots, not as a time-series — each is analysed as its own simultaneous observation.
UEDP v4 (series mode) — For multiple readings over time: the time-series model captures trajectory, deterioration velocity, Ω_min across readings, and predicts when the tipping point will be breached. Use the Time Series tab in the UEDP v4 app for historical monitoring data.

UCEDP v1.2.1 — G S Ramesh Kumar (dx.doi.org/10.17504/protocols.io.5jyl83mnrv2w/v1). Clinical decision support only. Section 26 outputs (Γ, Φ, A/T) are hypothesis-generating only — NOT FOR CLINICAL USE.
Ω Overall Coherence
UCEDP v1.2.1
—
Ω_overall / crit=0.368
Awaiting input
Ω_crit = 1/e ≈ 0.3679
Latent Configurations (M)
UCEDP Core — Overall
Sects 6–15
RSL — Sections 18–20
Ω History
No readings yet
Red = Ω_crit — below = emergent instability
Section 4: Deviation (nearest boundary only)
z= (val−lo)/hs if val < lo
z= (val−hi)/hs if val > hi
z= 0  if val in [lo, hi]
hs = (hi−lo)/2 · deviation from NEAREST BOUNDARY only
Sections 6–8: L, NL, H per config
L_m= Σ(zi·di) / (Σ|zi|+ε)
NL_m= Var(Z)/(Var(Z)+1) + ΔNL_enc
H_m= 3(N+·N- + N+·N0 + N-·N0) / |Cm|²
Section 9: Type-adaptive weights
α_m= (n_lin·0.33 + n_nl·0.30 + n_hy·0.25) / |Cm|
β_m= (n_lin·0.33 + n_nl·0.40 + n_hy·0.30) / |Cm|
δ_m= 1 − α_m − β_m
Adjusted for ENC strength: WEAK/MODERATE/STRONG/CONFIRMED
Sections 14–15: Lconf, Ω
L_conf= wA·Am + wB·Bm + wC·Cm
A_m= Var(Z)/(Var(Z)+1)
B_m= 1 − |Σdi|/|Cm|
C_m= H_m (hybrid mix term)
Ω_m= exp(−L_conf_m)
Ω ≥ 0.368 → Structured Dynamics
Ω < 0.368 → Emergent Instability
Sections 18–22: RSL + MCAP
τ_RSL= Ω_ref − Ω
|R_mag|= |τ| / (Ω_ref + ε)
R_mod= sign × |R_mag|
ΔC_m= (1/2)·Σ|sign(zi)−sign(zi_ref)|
MCAP_m= (1−Ω_m)·ΔC_m
Section 1.0: Config Discovery
A_ij= 1/(1+d_type+d_emerg+d_interact)
ΔΩ= (Ω_left+Ω_right)/2 − Ω_current
Split accepted if ΔΩ > 0.05. Stop: |Cleft|<2 or |Cright|<2
UCEDP v1.2.1 — G S Ramesh Kumar
DOI: dx.doi.org/10.17504/protocols.io.5jyl83mnrv2w/v1
Section 26 outputs are EXPLORATORY — not for clinical use.