Vancomycin Renal Feedback 100k — Generator Demo and Documentation

This upload contains the free demo of the vancomycin-renal-feedback-100k generator, its passport, the demo passport, and the user instructions — not the full generator. Full generator ($990): https://sentineldata.com.ua/dataset/vancomycin-renal-feedback-100k-generator Companion dataset ($390): https://sentineldata.com.ua/dataset/vancomycin-renal-feedback-100k What the demo is A working, reduced copy of the full generator. It runs the same model code — equations, invariants, observation model, three comparators, dose controller, blocking tests — and writes six Parquet tables for 200 patients in one to two minutes. The code is not obfuscated; limits are set openly in the configuration. Demo Full generator Patients 200 100,000 per scenario (any number) Scenarios A only A and B Parameter sets 1 36 Scan axes 3 (dose, lab method, sampling interval) 5 (+ parameter set + AUC cap) Tables 6 (cohort, observed, observed_outcomes, truth, truth_traj, truth_counterfactual) 9 (+ truth_noloop, truth_exposure_daily, regime_arms) Provenance column marks every row as demo none SHA-256 verification no --verify Running the demo pip install -r requirements.txt python run_demo.py Output: demo_output/vancomycin_renal_feedback_DEMO_.parquet. A ready copy of that output is included. Python 3.12.3, numpy 2.4.4, scipy 1.17.1, pandas 3.0.2, pyarrow 25.0.1. What the full generator does The complete ... Full description with all tables is on the Wiki page of this project. Full dataset and purchase: https://sentineldata.com.ua/dataset/vancomycin-renal-feedback-100k-generator . Zenodo copy: https://doi.org/10.5281/zenodo.23220184

Authors

Publication Details

Journal
Open Science Framework
Published
2026-11-07
DOI
https://doi.org/10.17605/osf.io/du376
Primary Topic
Antibiotics Pharmacokinetics and Efficacy
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Vancomycin Renal Feedback 100k — Generator Demo and Documentation

Chekerskyi Maksym
4 links
Open Science Framework
Antibiotics Pharmacokinetics and Efficacy
article

Vancomycin Renal Feedback 100k — Generator Demo and Documentation

Chekerskyi Maksym
article en

Abstract

This upload contains the free demo of the vancomycin-renal-feedback-100k generator, its passport, the demo passport, and the user instructions — not the full generator. Full generator ($990): https://sentineldata.com.ua/dataset/vancomycin-renal-feedback-100k-generator Companion dataset ($390): https://sentineldata.com.ua/dataset/vancomycin-renal-feedback-100k What the demo is A working, reduced copy of the full generator. It runs the same model code — equations, invariants, observation model, three comparators, dose controller, blocking tests — and writes six Parquet tables for 200 patients in one to two minutes. The code is not obfuscated; limits are set openly in the configuration. Demo Full generator Patients 200 100,000 per scenario (any number) Scenarios A only A and B Parameter sets 1 36 Scan axes 3 (dose, lab method, sampling interval) 5 (+ parameter set + AUC cap) Tables 6 (cohort, observed, observed_outcomes, truth, truth_traj, truth_counterfactual) 9 (+ truth_noloop, truth_exposure_daily, regime_arms) Provenance column marks every row as demo none SHA-256 verification no --verify Running the demo pip install -r requirements.txt python run_demo.py Output: demo_output/vancomycin_renal_feedback_DEMO_.parquet. A ready copy of that output is included. Python 3.12.3, numpy 2.4.4, scipy 1.17.1, pandas 3.0.2, pyarrow 25.0.1. What the full generator does The complete ... Full description with all tables is on the Wiki page of this project. Full dataset and purchase: https://sentineldata.com.ua/dataset/vancomycin-renal-feedback-100k-generator . Zenodo copy: https://doi.org/10.5281/zenodo.23220184

Open Science Framework
Good health and well-being
Openalex Percentile: Top 18%
Antibiotics Pharmacokinetics and Efficacy
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon