Pubblicazioni
Articoli peer-reviewed, brevetti e report rilevanti per il nostro business.
Privacy & Re-identification RiskArticle
Empirical Evaluation of Structured Synthetic Data Privacy Metrics: Novel experimental frameworkM. Palacios et al. · ArXiv preprint
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Generative AI & ModelsArticle
Conditioning Score-Based Generative Models by Neuro-Symbolic ConstraintsD. Scassola et al. · ArXiv preprint
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Privacy & Re-identification RiskArticle
Contrastive Learning-Based privacy metrics in Tabular Synthetic DatasetsM. Palacios et al. · ArXiv preprint
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Clinical Validation of Synthetic DataAbstract
Evaluation of Artificial Intelligence-Generated Synthetic Data for Clinical Research in Secondary Cardiovascular Prevention of Patients with DyslipidemiaA. Bonomi et al. · Epidemiology, Biostatistics, and Public Health
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Generative AI & ModelsArticle
Meta-learning approach for variational autoencoder hyperparameter tuningM. Berti et al. · Journal of Universal Computer Science
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Law & Digital HealthArticle
Ripensare l’evidenza: approccio multidisciplinare all’uso dei dati sintetici in ambito sanitario – Parte IA. Brusadelli et al. · Biolaw journal - Rivista di Biodiritto
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Law & Digital HealthArticle
Ripensare l’evidenza: approccio multidisciplinare all’uso dei dati sintetici in ambito sanitario – Parte IID. Russo et al. · Biolaw journal - Rivista di Biodiritto
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Privacy & Re-identification RiskWhite paper
Toward Practical Anonymity: A White Paper on Privacy Risk, Metrics, and Governance in Synthetic DataA. Boudewijn et al. · IEEEXplore
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Clinical Research MethodologyArticle
Causal inference in multi-cohort studies using the target trial framework to identify and minimize sources of biasM. Downes et al. · American Journal of Epidemiology
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Generative AI in HealthcareArticle
Generative Artificial Intelligence to Automate the Adaptation of Excel Health Economic Models and Word Technical ReportsW. Rawlinson et al. · Value in Health
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Real-World Evidence (RWE)Article
Key Stakeholders' Knowledge, Opinions, and Interests on Real-World Evidence in the Regulatory Process—Results of an EU-Wide SurveyF.L. Depner et al. · Clinical and Translational Science
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Clinical Validation of Synthetic DataArticle
Longitudinal Synthetic Data Generation by Artificial Intelligence to Accelerate Clinical and Translational Research in Breast CancerE. Zazzetti et al. · JCO Clinical Cancer Informatics
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HTA & Health EconomicsArticle
Roles of Artificial Intelligence - Based Synthetic Data in Health Economics and Outcomes ResearchT. C. Lai et al. · Value in Health
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Synthetic Control ArmsArticle
Synthetic Data as External Control Arms in Scarce Single-Arm Clinical TrialsS. Evlatun et al. · PLOS Digital Health
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Real-World Evidence (RWE)Article
The EU project Real4Reg: unlocking real‑world data with AIJ. Peltner et al. · Health Research Policy and Systems
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LLM & HealthcareArticle
Use of Large Language Models to Extract Cost-Effectiveness Analysis Data: A Case StudyX. Gu et al. · Value in Health
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Privacy & Re-identification RiskBook chapter
Dati sintetici strutturati: metodologie di generazione e verifica della privacyD. Panfilo et al. · Aracne Editrice
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Regulation & GovernancePolicy paper
Il Futuro Regolatorio dei Dati Sintetici: La sintetizzazione dei dati come risorsa per ricerca scientifica, innovazione e politiche pubbliche nel panorama giuridico europeoG. Finocchiaro et al.
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Regulation & GovernanceArticle
Legal and Regulatory Perspectives on Synthetic Data as an Anonymization StrategyA. Boudewijn et al.
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Privacy & Re-identification RiskBook chapter
Measuring Privacy Protection in Structured Synthetic Datasets: A SurveyD. Panfilo et al. · Bloomsbury Publishing
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HTA & Health EconomicsArticle
Consolidated Health Economic Evaluation Reporting Standards for AI (CHEERS-AI)J. Elvidge et al. · Value in Health
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Synthetic Control ArmsArticle
Mimicking Clinical Trials with Synthetic Acute Myeloid Leukemia Patients Using Generative Artificial IntelligenceJ.N. Eckardt et al. · npj Digital Medicine
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Clinical Research MethodologyArticle
Successes and Challenges in Clinical Trial Recruitment: The Experience of a New Study TeamM. Hung et al. · Medical Sciences
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Generative AI in HealthcareArticle
Synthetic Data in Biomedicine via Generative Artificial IntelligenceB. van Breugel et al. · Nature Reviews Bioengineering
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Synthetic Data in HealthcareArticle
Synthetic Data in Cancer and Cerebrovascular Disease Research: A Novel Approach to Big DataR. Lun et al. · PLOS ONE
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Synthetic Control ArmsArticle
Unlocking the Potential of Synthetic Patients for Accelerating Clinical Trials: Results of the First GIMEMA Experience on Acute Myeloid Leukemia PatientsA. Piciocchi et al. · eJHaem
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Synthetic Data GenerationArticle
A Deep Learning-Based Pipeline for the Generation of Synthetic Tabular DataD. Panfilo et al. · IEEE Access
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AI Clinical PredictionArticle
Deep-learning-based prognostic modeling for incident heart failure in patients with diabetes using electronic health records: A retrospective cohort studyI. Gandin et al. · BMC Medical Informatics and Decision Making
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Synthetic Data GenerationPatent
Method implemented by computer for the generation of synthetic dataD. Panfilo et al.
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Privacy & Re-identification RiskArticle
Privacy Measurements in Tabular Synthetic Data: State of the Art and Future Research DirectionsA. Boudewijn et al. · NeurIPS workshop on Synthetic Data Generation with Generative AI
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Data Governance & SharingBook chapter
Synthetic Data for Enhanced Urban Data SharingD. Panfilo et al. · Vrije Universiteit Brussel
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Privacy & Re-identification RiskArticle
A Comparison of Synthetic Data Generation and Federated Analysis for Enabling International Evaluations of Cardiovascular HealthZ. Azizi et al. · Scientific Reports
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Privacy & Re-identification RiskArticle
Beyond Privacy: Navigating the Opportunities and Challenges of Synthetic DataB. van Breugel et al. · arXiv
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Synthetic Control ArmsArticle
Current Perspectives for External Control Arms in Oncology Clinical Trials: Analysis of EMA Approvals 2016–2021X. Wang et al. · Journal of Cancer Policy
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Clinical Research MethodologyArticle
Electronic Health Record Data Quality Assessment and Tools: A Systematic ReviewA.E. Lewis et al. · Journal of the American Medical Informatics Association
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Clinical Validation of Synthetic DataArticle
Evaluating the Utility and Privacy of Synthetic Breast Cancer Clinical Trial Data SetsS. El Kababji et al. · JCO Clinical Cancer Informatics
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Clinical Research MethodologyArticle
Normal Workflow and Key Strategies for Data Cleaning Toward Real-World Data: ViewpointM. Guo et al. · Interactive Journal of Medical Research
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Clinical Validation of Synthetic DataArticle
Synthetic Data Generation by Artificial Intelligence to Accelerate Research and Precision Medicine in HematologyS. D’Amico et al. · JCO Clinical Cancer Informatics
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Synthetic Data in HealthcareArticle
Synthetic Data in Health Care: A Narrative ReviewA. Gonzales et al. · PLOS Digital Health
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Clinical Validation of Synthetic DataArticle
Synthetic Data Reliably Reproduces Brain Tumor Primary Research DataR. Khalaf et al. · Canadian Journal of Neurological Sciences
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Generative AI & ModelsArticle
Generating Realistic Synthetic Relational Data through Graph Variational AutoencodersC.A. Mami et al. · NeurIPS workshop on Synthetic Data for Machine Learning
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Synthetic Control ArmsArticle
Addressing Challenges with Real-World Synthetic Control Arms to Demonstrate the Comparative Effectiveness of Pralsetinib in Non-Small Cell Lung CancerS. Popat et al. · Nature Communications
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Clinical Research MethodologyArticle
Changes in Key Recruitment Performance Metrics from 2008–2019 in Industry-Sponsored Phase III Clinical Trials Registered at ClinicalTrials.govM. Brøgger-Mikkelsen et al. · PLOS ONE
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Synthetic Control ArmsArticle
Feasibility and Utility of Synthetic Control Arms Derived from Real-World Data to Support Clinical DevelopmentJ.P. Lyman et al. · Journal of Clinical Oncology
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Synthetic Control ArmsArticle
Synthetic Control Arms in Studies of Multiple Myeloma and Diffuse Large B-Cell LymphomaR. Banerjee et al. · British Journal of Haematology
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Clinical Validation of Synthetic DataArticle
Synthetic Data Generation By Artificial Intelligence to Accelerate Translational Research and Precision Medicine in Hematological MalignanciesS. D’Amico et al. · Blood
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Clinical Validation of Synthetic DataArticle
Synthetic Patient Data Generation and Evaluation in Disease Prediction Using Small and Imbalanced DatasetsA.J. Rodriguez-Almeida et al. · IEEE Journal of Biomedical and Health Informatics
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Clinical Validation of Synthetic DataArticle
Can synthetic data be a proxy for real clinical trial data? A validation studyZ. Azizi et al. · BMJ Open
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AI Analytics & ForecastingReport
Seasonality Fingerprint on Global Trading of Food-commodities. A Data-mining ApproachQuaini et al. · NA
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Synthetic Control ArmsArticle
Synthetic and External Controls in Clinical Trials – A Primer for ResearchersK. Thorlund et al. · Clinical Epidemiology
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AI Clinical PredictionArticle
Using machine learning tools to predict prostate cancer upgrading after robotic radical prostatectomyPanfilo et al. · EUROPEAN UROLOGY SUPPLEMENTS
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Regulation & GovernanceArticle
Contextual Anonymization for Secondary Use of Big Data in Biomedical Research: Proposal for an Anonymization MatrixJ. Rumbold et al. · JMIR Medical Informatics
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Clinical Research MethodologyArticle
Estimated Costs of Pivotal Trials for Novel Therapeutic Agents Approved by the US Food and Drug Administration, 2015–2016T.J. Moore et al. · JAMA Internal Medicine
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AI Clinical PredictionArticle
Synthetic Data Augmentation Using GAN for Improved Liver Lesion ClassificationM. Frid-Adar et al. · IEEE ISBI 2018 Proceedings
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