Each tool addresses a specific high-value research workflow. They operate on your actual data — not generic AI, but purpose-built scientific instruments for nephrology research.
Tool 01
Patient Trajectory Forecasting
Linear regression on each patient's eGFR visit history projects kidney function 12 months forward. Flags G4 and G5 risk patients across the entire cohort simultaneously.
Manual: hours per patient Nephpros: instant, full cohort
Tool 02
Trial Eligibility Screener
Paste any trial's inclusion and exclusion criteria in plain English. AI screens the entire cohort and returns Eligible, Ineligible, or Uncertain with criterion-level justifications.
Manual: 1–2 weeks Nephpros: 30 seconds
Tool 03
Hypothesis Generator
Scans every pairwise biomarker correlation in the dataset. Generates novel research hypotheses ranked by novelty score, clinical relevance, and suggested experimental next step.
Manual: days of review Nephpros: instant
Tool 04
Natural Language Cohort Query
Describe a patient subgroup in plain English. AI converts it to a structured filter, applies it to the cohort, and returns matching records with a confirmation of query interpretation.
Manual: complex filter configuration Nephpros: one sentence
Tool 05
Cross-Study Translation
Compares preclinical animal model results against the human cohort. Identifies which model best predicts patient outcomes and surfaces translational patterns with confidence ratings.
Manual: weeks of bioinformatics Nephpros: minutes
Tool 06
Clinical Note Extractor
Paste any de-identified clinical note. AI extracts all 14 biomarker fields, disease classification, medications, and visit date — imports as a structured patient record in one action.
Manual: 15–30 min per patient Nephpros: 10 seconds
Tool 07
Biomarker Signature Clustering
k-means clustering across multiple biomarkers simultaneously discovers patient subgroups defined by combinations of values — not single variables. AI interprets each cluster's phenotype, research significance, and recommended clinical action.
Normally requires: dedicated data science team Nephpros: available to any researcher
Tool 08 — NEW
AI Research Chat
A persistent, multi-turn research conversation with full awareness of your loaded cohort. Not a generic chatbot — a nephrology specialist that knows your patient count, disease distribution, biomarker values, CKD staging, and animal studies. Ask about your specific data, methodology, statistics, grant strategy, or clinical interpretation. Suggested prompts based on what data is loaded. Session export to Lab Notebook. Built on the same AI engine as everything else in Nephpros — deeply familiar with all 10 kidney disease types, KDIGO guidelines, and the full scope of nephrology research.
Generic AI chatbot: zero data context Nephpros: knows your entire cohort
Tool 09
Drug Repurposing Intelligence
Screens already-approved drugs against your cohort's biomarker and disease profile to surface kidney disease repurposing candidates — ranked by plausibility, with mechanism rationale included for each.
Manual: pharmacology literature review — weeks Nephpros: ranked candidates, minutes
Tool 10
ClinicalTrials.gov Live Feed
A live feed pulled directly from the ClinicalTrials.gov API for active kidney disease trials — cross-referenced against your loaded cohort so relevant trials surface automatically, no manual searching required.
Manual: recurring manual searches Nephpros: live, cohort-filtered feed
