Expert guidance for pycalphad - computational thermodynamics library implementing the CALPHAD method for calculating phase diagrams, phase equilibria, and thermodynamic properties of multicomponent materials systems using thermodynamic databases (TDB files)
Select and configure linear solvers for systems Ax=b across dense and sparse problems. Use when choosing direct vs iterative methods, diagnosing convergence issues, estimating conditioning, or selecting preconditioners for large-scale simulations.
Calculate LODS (Logistic Organ Dysfunction Score) for ICU patients in MIMIC-IV. Use for organ dysfunction assessment across 6 systems with weighted scoring.
Calculate SIRS (Systemic Inflammatory Response Syndrome) criteria for ICU patients in MIMIC-IV. Use for historical sepsis definitions, inflammatory response assessment, or research comparing SIRS vs Sepsis-3.
Calculate APACHE III (Acute Physiology Score III) for ICU patients in MIMIC-IV. Use for mortality prediction, severity stratification, case-mix adjustment, or risk-adjusted outcome comparisons.
Calculate SOFA (Sequential Organ Failure Assessment) score for ICU patients in MIMIC-IV. Use for sepsis severity assessment, organ dysfunction quantification, mortality prediction, or Sepsis-3 criteria evaluation.
Calculate OASIS (Oxford Acute Severity of Illness Score) for ICU patients in MIMIC-IV. Use for mortality prediction with fewer variables than APACHE/SAPS, or when lab data is limited.
Specialized skill for analyzing lunar lander interface specifications and payload capacity within the LORS framework.
Calculate SAPS-II (Simplified Acute Physiology Score II) for ICU patients in MIMIC-IV. Use for mortality prediction, severity assessment, or international ICU benchmarking.
Extract and calculate Glasgow Coma Scale (GCS) for ICU patients in MIMIC-IV. Use for neurological assessment, consciousness monitoring, or trauma severity scoring.
Estimate baseline serum creatinine for AKI assessment in MIMIC-IV. Use for KDIGO staging, AKI research, or renal function baseline establishment.
Expert assistance with the Atomic Simulation Environment (ASE) Python library for atomistic simulations, including structure building, calculator setup, optimization, dynamics, and analysis
Calculate norepinephrine-equivalent dose for vasopressor comparison in MIMIC-IV. Use for hemodynamic support quantification, shock severity assessment, or vasopressor weaning studies.
Complete end-to-end patent application creation from invention disclosure to USPTO-ready filing - prior art search, claims drafting, specification writing, diagrams, compliance checking
Calculate KDIGO AKI (Acute Kidney Injury) staging for ICU patients in MIMIC-IV using creatinine and urine output criteria. Use for nephrology research, AKI outcome studies, or renal function monitoring.
Configure camera, LIDAR, IMU, and contact sensors on simulated robots in Gazebo
Analyze and enforce numerical stability for time-dependent PDE simulations. Use when selecting time steps, choosing explicit/implicit schemes, diagnosing numerical blow-up, or checking CFL/Fourier criteria for advection/diffusion/reaction problems.
Select and apply numerical differentiation schemes for PDE/ODE discretization. Use when choosing finite difference/volume/spectral schemes, building stencils, handling boundaries, or estimating truncation error and dispersion.
Select and configure time integration methods for ODE/PDE simulations. Use when choosing explicit/implicit schemes, setting error tolerances, adapting time steps, or diagnosing integration accuracy and stability issues.
Avoid common methodological mistakes in clinical research with MIMIC-IV and eICU databases. Covers immortal time bias, information leakage, selection bias, and other critical pitfalls.
Identify suspected infection events in MIMIC-IV using antibiotic administration plus culture timing. Use as a component of Sepsis-3 definition or for infection research.
Plan and evaluate mesh generation for numerical simulations. Use when choosing grid resolution, checking aspect ratios/skewness, or estimating mesh quality constraints for PDE discretization.
