Predictable Results - Data and Biostatistics
Bioinsights leverages advanced data analytics and biostatistics to transform complex health information into clear, actionable insights. By grounding every recommendation in evidence and measurable outcomes, we empower providers to deliver predictable results, improve patient confidence, and optimize long-term health outcomes.
Where AI Might Be the Killer App — Predictive Modeling Controls All of the Variables
At Bioinsights we combine:
P(Dysfunction) =
1
1+e−(𝛽0+𝛽1+𝛸1+𝛽2𝛸2”+⋯+”𝛽n𝛸n)
Where n= Coefficients for each predictor (symptom score, lab result, biomarker, etc.) and Patient-specific data inputs
Advanced Predictive Modeling - Probabilistic Scoring
Probability Scoring
Bayesian principles adjust the probability of dysfunction as new lab results or symptoms are added:
P(D|E) = P(E|D) x P(D) P(E)We continuously update a patient's Dysfunction Probability Score using Bayesian reasoning—meaning every symptom, test result, or biomarker improves diagnostic accuracy in real-time.
Advanced Predictive Modeling
Multivariate Predictive Model with Interaction Effects
Bayesian principles adjust the probability of dysfunction as new lab results or symptoms are added:
P(@ysfunction) = a+∑ β₁X₁+ ΣΣΧ α+Σ i=1 j=1 k=j+1Isolated data points—they map how symptoms, labs, and risk factors interact, revealing hidden patterns of dysfunction.
Time Saving Impact For Providers
By automating complex diagnostics, predictive modeling, and documentation through Bioinsights, providers save over 790 hours per year—the equivalent of nearly 20 work weeks—giving them back time to focus on care, grow their practice, or simply reclaim their sanity.
Examples of AI + Thoughtful Design
Manual Workflow Estimate
Disparate Systems – Current
- Patient Intake Review: 15 minutes
- Lab Result Analysis: 30 minutes
- Dysfunction Pattern Recognition: 20 minutes
- Personalized Protocol Design: 25 minutes
- Patient Documentation: 15 minutes
Total Time Per Patient ~ 1 hour 45 minutes
Time Saving Comparison
1 hour 35 min saved on average using the Bioinsights platform
Bioinsights Workflow Estimate
Using AI & Predictive Modeling
- Automated Data Synthesis:1 minute
- Dysfunction Probability Scoring:Instant
- Protocol Selection with Clinical Guardrails:5 minutes
- AI-Generated Documentation:3 minutes
Total Time Per Patient ~ 10 minutes