⚡
Emergence Simulator
PK/PD · All Models · Self-Learning · v3
LAUMC-Rizk Hospital · Department of Anesthesiology
Sign In
IRB-approved pilot study · Session expires after 6 hours of inactivity
⚡ Emergence
v3
BIS —
MAC —
Pain —
Emerg —
PACU —
6h 00m
—
Sign out
STEP 1
👤 Patient
STEP 2
💉 Induction
STEP 3
🌀 Maintenance
STEP 4
🦴 Regional
STEP 5
💪 NMB
STEP 6
⚡ Emergence
STEP 7
📋 Outcomes
STEP 8
📈 Statistics
Patient Demographics
Age (yr)
Weight (kg)
Height (cm)
Sex
Male
Female
ASA status
ASA I
ASA II
ASA III
ASA IV
BMI (auto)
Surgery type
General / unspecified (tier 2)
Cataract (tier 1)
Hernia repair (tier 1)
Knee arthroscopy (tier 1)
Sinus / ENT minor (tier 1)
Cholecystectomy lap (tier 2)
Hysterectomy lap (tier 2)
Mastectomy (tier 2)
Shoulder (tier 2)
Tonsillectomy (tier 2)
ENT major (tier 2)
Nephrectomy lap (tier 2)
Caesarean section (tier 3)
Colectomy (tier 3)
Hip replacement (tier 3)
Hysterectomy open (tier 3)
Knee replacement (tier 3)
Spine lumbar (tier 3)
Spine cervical (tier 3)
Craniotomy (tier 3)
Prostatectomy (tier 3)
Gastrectomy (tier 3)
Cardiac CABG (tier 4)
Thoracotomy (tier 4)
Whipple (tier 4)
Liver resection (tier 4)
Nephrectomy open (tier 3)
Induction time (T₀)
Expected end of surgery
Smoker
PONV/motion hx
Obese BMI>35
Elderly >70
Pediatric <16
Premedications
time from premed to induction reduces emergence
No premedications added.
+ Add premedication
✓ Confirm patient → proceed to induction
Patient Metrics
LBM
—
kg
Pain tier
—
Apfel
—
/4
PONV risk
—
%
Duration
—
min
Elapsed
—
min
Save / Discard
⚡ Ready — confirm patient to start case
💾 Save case
🗑 Discard
+ New case
MAC Reference (age-adjusted)
Sevoflurane MAC₄₀
2.05%
Desflurane MAC₄₀
6.0%
Isoflurane MAC₄₀
1.17%
N₂O MAC₄₀
104%
At age
45
—
Mapleson WW. Br J Anaesth 1996;76:179
Enter all drugs given at induction. Each is referenced to T₀. Residual effect at emergence is calculated by pharmacokinetic superposition.
💉 Propofol — Induction
Ce: —
Dose (mg/kg)
Given at (min from T₀)
PK model
Schnider 1998 (default)
Marsh 1991
Eleveld 2018
Cortínez 2010 (obese)
Supplemental boluses
+ Add
Schnider 1998 · Eleveld 2018 · Marsh 1991 · Cortínez 2010
💉 Etomidate
Ce: —
Dose (mg/kg)
Given at (min from T₀)
t½ = 2–5h · Vd = 4.5 L/kg · ⚠ Adrenocortical suppression if dose >0.3 mg/kg
Van Hamme MJ. Anesthesiology 1978 · Forman SA. Anesthesiology 2011
💉 Ketamine — Induction / Analgesic
Ce: —
Type
Racemic ketamine (Hijazi 2003)
S-ketamine / Esketamine (Olofsen 2012)
Induction dose (mg/kg)
Given at (min from T₀)
Hijazi Y. Anesthesiology 2003 · Olofsen E. Br J Anaesth 2012
🩸 Induction Opioid
Ce: —
Agent
None
Fentanyl (mcg)
Sufentanil (mcg/kg)
Morphine (mg)
Remifentanil bolus (mcg/kg)
Dose
Given at (min from T₀)
💊 Midazolam — Co-induction
Ce: —
Dose (mg)
Given at (min from T₀)
ke₀ = 0.12 min⁻¹ · t½ = 2h · Ce50_sedation = 90 ng/mL
Flores-Pérez C. Pharmaceutics 2023
💪 NMB — Intubation dose
Not given
Agent
None
Succinylcholine 1.5 mg/kg (RSI)
Rocuronium 1.2 mg/kg (RSI)
Rocuronium 0.6 mg/kg
Vecuronium 0.1 mg/kg
Cisatracurium 0.2 mg/kg
Atracurium 0.5 mg/kg
Mivacurium 0.2 mg/kg
Given at (min from T₀)
Est. TOFR now
1.00
Induction Summary
Prop Ce now
—
Pred. BIS
—
Opioid Ce
—
TOFR
1.00
→ Proceed to Maintenance
Intraoperative Vitals — update at each loop cycle
HR
bpm
SBP
mmHg
SpO₂
%
EtCO₂
mmHg
Temp
°C
Vital signs may indicate inadequate depth or analgesia — see maintenance alerts above
🔄 Intraoperative Prediction Loop
Every 5 min
Every 10 min
Every 15 min
Every 30 min
Continuous (60s)
▶ Start loop
⏹ Stop
🔄 Update now
—
Loop fires sedation + analgesia adequacy checks. Popups appear if BIS predicted outside 40–60 or pain inadequate for surgery tier.
💨 Volatile Agent
MAC: —
Agent
Sevoflurane
Desflurane
Isoflurane
None (TIVA)
FGF (L/min)
Entry mode
× MAC multiplier
ET% directly
Concentration (
× MAC
)
Start (min from T₀)
Stop / turned off (min)
N₂O (%)
MAC_eff
—
%
F_total
—
MAC
MAC-awake
—
%
CSHT
—
min
🩸 Remifentanil — Infusion
Ce: —
Infusion mcg/kg/min
TCI ng/mL
Rate (mcg/kg/min)
Start (min)
Stop (min)
TCI model
Minto 1997
Eleveld 2017
Kim 2017
Ce target (ng/mL)
Additional boluses
+ Add fentanyl
Css
—
ng/mL
Ce at stop
—
ng/mL
T to safe
—
min
Drive
—
%
Minto 1997 · Ce50_resp = 1.17 ng/mL · CSHT ≈ 3.5 min
🩸 Sufentanil — Maintenance
Ce: —
PK model
Bovill 1984
Gepts 1995 (TCI)
Bolus (mcg/kg)
Infusion (mcg/h)
Given/started (min)
Sufentanil redoses
+ Add
Bovill 1984 · Gepts 1995 · CSHT 30–60 min
💉 Propofol — TIVA / Maintenance
Ce: —
Infusion
TCI
Rate (mg/kg/h)
Start (min)
Stop (min)
Model
Schnider 1998
Marsh 1991
Eleveld 2018
Ce target (mcg/mL)
Ce (mcg/mL)
—
BIS pred.
—
CSHT
—
min
💊 Dexmedetomidine
Ce: —
Model
Colin 2017
Hannivoort 2015
Weerink 2017
Loading (mcg/kg/10 min)
Maintenance (mcg/kg/h)
Duration (min)
⚠ Arousable sedation — BIS unreliable. MAC-sparing 30–40%. PACU +15–25 min if Ce >0.5 ng/mL at emergence.
Colin 2017 · Hannivoort 2015 · Bhana 2000
💊 Adjuvants
Sparing: —
Lidocaine IV bolus (mg/kg)
Lidocaine infusion (mg/kg/h)
Ketamine sub-anaes (mg/kg)
Ketamine infusion (mg/kg/h)
Magnesium (g IV)
Dexamethasone (mg)
Paracetamol IV (g)
Ketorolac / NSAID (mg)
Kranke 2015 (Lido) · Bell 2006 (Ket) · Albrecht 2013 (Mg) · Apfel 2004 (Dexa) · McNicol 2011 (Para) · Ong 2010 (NSAIDs)
Drug Concentration Graph
Full case
Last 60 min
Emergence window
Neuraxial Blocks
Epidural
Active
LA agent
Ropivacaine 0.2%
Bupivacaine 0.125%
Lidocaine 1%
Opioid adjunct
None
Fentanyl 2 mcg/mL
Sufentanil 0.5 mcg/mL
Morphine 0.1 mg/mL
Rate (mL/h)
Level
Thoracic
Lumbar
Duration (h)
Spinal
Active
Bupivacaine (mg)
Opioid adjunct
None
Fentanyl 25 mcg
Morphine 0.1 mg
Expected duration (h)
Peripheral Nerve Block
Block type
None
Interscalene (shoulder)
Supraclavicular (upper limb)
Axillary (forearm/hand)
Femoral / FICB (hip, knee)
Adductor canal (knee)
Sciatic (foot, ankle)
TAP block (abdomen)
Rectus sheath (umbilical)
ESP block (thoracic, spine)
Paravertebral (thoracotomy, breast)
PECS I/II (breast)
Performed at (min from T₀; neg=pre-op)
LA onset (min)
Expected duration (h)
Dexamethasone adjunct (mg)
Pain reduction
—
Opioid sparing
—
%
Active at emerg.
—
Fredrickson 2010 · Petersen 2010 · Forero 2016 · Davies 2006
NMB Status & Reversal
Last top-up given (min ago)
Est. TOFR
—
Top-up doses (each resets TOFR clock)
+ Add top-up
Reversal agent
None given yet
Sugammadex 2 mg/kg (at T2)
Sugammadex 4 mg/kg (at T1)
Sugammadex 16 mg/kg (immediate)
Neostigmine 50 mcg/kg + glyco
Reversal given (min ago)
Wait remaining
—
TOF Display
T1
T2
T3
T4
0
0.7
0.9
1.0
Extubation gate
—
Mg interaction
—
Agitation Risk Breakdown (Admin)
Sevoflurane
+2
Age <50
+1
Pain tier ≥3
+1
Remi Ce >2 ng/mL (Joly 2005)
+2
Ketamine Ce >200 ng/mL
+2
Duration <30 min
+1
ENT/tonsil/cataract
+1
Block >60% sparing
-1
0-2=LOW · 3-4=MODERATE · ≥5=HIGH · Lepouse 2006 · Yu 2010
Predicted time to emergence
—
min after volatile discontinuation
Pred. BIS
—
MAC at emerg.
—
Remi Ce at stop
—
ng/mL
TOFR
—
Pain at emergence
—
/10
Agitation risk
—
PACU discharge
—
min
PONV risk
—
%
PACU breakdown will appear after prediction.
Five-Gate Emergence Checklist
○
Gate 1 — Volatile washout
—
○
Gate 2 — Opioid respiratory drive
—
○
Gate 3 — NMB (TOFR ≥ 0.90)
—
○
Gate 4 — CO₂ / ventilatory drive
—
○
Gate 5 — N₂O / diffusion hypoxia
—
🔄 Update prediction
→ Enter outcomes
Not sent yet
Case ID: —
Enter Actual Outcomes — Case
not started
Each field trains the Bayesian self-learning model. The more you fill, the faster accuracy improves for your patient population.
Actual emergence time (min)
Actual BIS (mean intraoperative)
Pain score at emergence (0–10)
Actual PACU time (min)
Agitation at emergence
—
Yes
No
PONV in PACU
—
Yes
No
Block effective? (if used)
— N/A —
Complete — no rescue opioid
Partial — rescue given
Failed — full opioid required
Clinical notes
✓ Submit & train model
Clear
Model Performance
Click Refresh to load.
Per-Variable Corrections
Case Management
All cases
My cases
Without outcomes
Load
Click Load to view cases.
🏆 Leaderboard — EQI
Loading...
Prediction Error
🔄 Refresh statistics
📥 Export CSV
Varvel JR et al. Anesthesiology 1992;76:67 · Bland JM & Altman DG. Lancet 1986
⚠ Sedation Adequacy Alert
✕
Update current values:
Current ET% or TCI target
Actual BIS reading (if available)
EtCO₂
Temperature
Notes for this timepoint
Dismiss
✓ Update & recalculate
🚨 Analgesia Adequacy Alert
✕
Update opioid rate:
Remifentanil current rate (mcg/kg/min)
Additional bolus given
Vital signs update (HR / SBP)
Dismiss
✓ Update & recalculate