RISK ENGINE
PATCH NOTES
VERSION 6.3
- Contextual Risk Heatmap: Reports now feature a visual heatmap in Step Two, instantly showing users how their specific encounter's risk compares to other sexual acts.
- Geo-Specific Accuracy: The risk engine's analysis is now even more precise by explaining how country-specific data (HIV prevalence and healthcare system effectiveness) is used to calibrate the final probability.
VERSION 6.2
- RNA Testing: Report now includes suggested date for RNA testing based off of encounter date.
VERSION 6.1
- Transparency Update: The FAQ section now includes a full breakdown of the HIV Treatment Cascade equation, showing exactly how we calculate risk for partners with an unknown ART status.
- Empowerment Update: Reports now conclude with a "Path Forward" section, reframing the experience from anxiety to agency and highlighting the knowledge the user has gained.
VERSION 6.0
- Major Update I: Refined the sex worker risk multiplier with region-aware logic based on UNAIDS prevalence data.
- Major Update II: Integrated PrEP (Pre-Exposure Prophylaxis) logic into the risk calculation.
- The model now accounts for user adherence with specific pathways for perfect daily use, on-demand dosing (2-1-1), missed doses, and recent initiation.
- Each adherence level is mapped to a clinically-backed risk reduction multiplier (e.g., up to 99% for perfect use).
VERSION 5.6
- Patched linguistic ambiguity in the risk modifier output.
VERSION 5.5
- Enhanced tissue integrity modeling for transmission probability.
- Corrected HIV prevalence data streams for MSM vs. general population.
VERSION 5.4
- Implemented an ART logic override: The template now automatically uses the more realistic 'Don't Know' ART calculation if the partner's overall HIV status is 'Don't Know', even if 'No' was selected for the ART question.
- Updated circumcision logic: The upward risk multiplier for being uncircumcised now only applies if a condom was not used.
VERSION 5.3
- The protective benefit of "no ejaculation" is now correctly applied only to receptive partners whereas before it was a change based on manual QA.
VERSION 5.2
- Report now includes a “Comparison to Other STIs” section showing relative likelihoods vs. HIV.
VERSION 5.1
- Added test timing calculator based on user’s exposure date.
- Shows personalised lab & oral test dates to avoid false negatives.
VERSION 5.0
- ART coverage logic improved — now factors in three country-level stats (diagnosis rate, treatment access, and viral suppression), giving a more realistic picture of how many people are actually suppressed. This helps account for undiagnosed cases and better reflects real-world transmission odds.
- Sex worker risk logic revised — adjusted to be more conservative, while still accounting for higher exposure rates due to occupational partner turnover.
- Multiple partners logic refined — risk estimates now better reflect the increased exposure likelihood when a partner has had 2+ partners in the past 6 months.
VERSION 4.9
- ART coverage now splits by population: MSM vs general public.
- Improves accuracy by reflecting real-world disparities in ART access for MSM.
VERSION 4.8
- Expanded risk pathway logic to account for instances where the user is not circumcised.
VERSION 4.6 & 4.7
- Wound and inflammation risk now included, increasing transmission estimates if the user had open cuts, sores, or irritation during sex (only applied when no condom was used).
- Step Two now clearly explains how wound-based risk affects your overall probability, using plain language.
- Full breakdown of probability logic includes better explanation of how the partner’s HIV estimate and act-specific transmission risk combine to calculate final odds.
VERSION 4.5
- PEP guidance now adapts to risk tier, clarifying when it’s typically not recommended but still available for high-anxiety or anal sex cases.
- New “What If It Was Anal?” FAQ added for users who select “multiple sex types” without specifying the act.
- “What We Recommend” section rewritten for sharper tone, emotional clarity, and faster readability.
VERSION 4.4
- Real-world ART logic now applies regional treatment coverage rates when ART status is unknown.
- Expanded risk pathway logic to include role-specific (insertive vs receptive) modifiers.
- MSM-specific prevalence now replaces general population prevalence for male-male encounters.
VERSION 4.0
- Introduced emotional reinforcement and alternate scenarios to reduce panic.
- Added personalised risk recommendations based on calculated probability.
- Cleaned up visual flow for mobile-first readability.
VERSION 3.0
- Transitioned to per-act risk modelling using fraction and percentage logic.
- Integrated global gender-stratified HIV prevalence estimates.
- Upgraded condom effectiveness to reflect real-world meta-analytic data.
- Introduced transparent breakdown of all conditional inputs in Step Three.