Antibiotic Resistance Feedback 100k — Generator Demo and Documentation

Full generator ($990): https://sentineldata.com.ua/dataset/antibiotic-resistance-feedback-100k-generator The generator is the source code and the model behind the synthetic dataset Antibiotic Resistance Feedback 100k (100,000 virtual adults per scenario on piperacillin-tazobactam, 18 Parquet tables, observed records and ground truth side by side). It rebuilds the dataset table by table and builds new cohorts of any size. Dataset ($390): https://sentineldata.com.ua/dataset/antibiotic-resistance-feedback-100k This upload contains the free demo of the generator, the generator passport, the demo passport and the audit tables of constants and sources — not the full generator. What is in this upload File What it is Demo.7z, Demo.zip The free demo, the same content in two formats: run_demo.py , requirements.txt , code/ (the files of the generator needed for the five core tables), demo_output/ (ready copy of the result: 10 Parquet files and a SHA-256 manifest) and the demo passport antibiotic-resistance-feedback-100k_generator_passport_EN.pdf Generator passport: model, what is fixed and what can be changed, files, built-in checks, limits (2 pages) antibiotic-resistance-feedback-100k_generator_demo_passport_EN.pdf Demo passport: what the demo is, its limits, layout of the tables, how to read and run them constants_audit.csv 202 audited constants: value, unit, source, tier (140 ... Full description with all tables is on the Wiki page of this project. Full dataset and purchase: https://sentineldata.com.ua/dataset/antibiotic-resistance-feedback-100k-generator . Zenodo copy: https://doi.org/10.5281/zenodo.23438983

Authors

Publication Details

Journal
Open Science Framework
Published
2026-11-07
DOI
https://doi.org/10.17605/osf.io/7aqfp
Primary Topic
Antibiotic Use and Resistance
Type
article
Field-Weighted Citation Impact
0.00
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article

Antibiotic Resistance Feedback 100k — Generator Demo and Documentation

Chekerskyi Maksym
5 links
Open Science Framework
Antibiotic Use and Resistance
article

Antibiotic Resistance Feedback 100k — Generator Demo and Documentation

Chekerskyi Maksym
article en

Abstract

Full generator ($990): https://sentineldata.com.ua/dataset/antibiotic-resistance-feedback-100k-generator The generator is the source code and the model behind the synthetic dataset Antibiotic Resistance Feedback 100k (100,000 virtual adults per scenario on piperacillin-tazobactam, 18 Parquet tables, observed records and ground truth side by side). It rebuilds the dataset table by table and builds new cohorts of any size. Dataset ($390): https://sentineldata.com.ua/dataset/antibiotic-resistance-feedback-100k This upload contains the free demo of the generator, the generator passport, the demo passport and the audit tables of constants and sources — not the full generator. What is in this upload File What it is Demo.7z, Demo.zip The free demo, the same content in two formats: run_demo.py , requirements.txt , code/ (the files of the generator needed for the five core tables), demo_output/ (ready copy of the result: 10 Parquet files and a SHA-256 manifest) and the demo passport antibiotic-resistance-feedback-100k_generator_passport_EN.pdf Generator passport: model, what is fixed and what can be changed, files, built-in checks, limits (2 pages) antibiotic-resistance-feedback-100k_generator_demo_passport_EN.pdf Demo passport: what the demo is, its limits, layout of the tables, how to read and run them constants_audit.csv 202 audited constants: value, unit, source, tier (140 ... Full description with all tables is on the Wiki page of this project. Full dataset and purchase: https://sentineldata.com.ua/dataset/antibiotic-resistance-feedback-100k-generator . Zenodo copy: https://doi.org/10.5281/zenodo.23438983

Open Science Framework
Openalex Percentile: Top 14%
Antibiotic Use and Resistance
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