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Construction of a quality model for machine learning systems

Software quality journal, 2022-06, Vol.30 (2), p.307-335

2022

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Could We Relieve AI/ML Models of the Responsibility of Providing Dependable Uncertainty Estimates? A Study on Outside-Model Uncertainty Estimates

Computer Safety, Reliability, and Security, p.18-33

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Towards Guidelines for Assessing Qualities of Machine Learning Systems

Quality of Information and Communications Technology, p.17-31

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Increasing Trust in Data-Driven Model Validation: A Framework for Probabilistic Augmentation of Images and Meta-data Generation Using Application Scope Characteristics

Computer Safety, Reliability, and Security, p.155-164

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Architectural Patterns for Handling Runtime Uncertainty of Data-Driven Models in Safety-Critical Perception

Computer Safety, Reliability, and Security, p.284-297

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Towards a Common Testing Terminology for Software Engineering and Data Science Experts

Product-Focused Software Process Improvement, p.281-289

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Conformal Prediction and Uncertainty Wrapper: What Statistical Guarantees Can You Get for Uncertainty Quantification in Machine Learning?

Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops, p.314-327

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Operationalizing Assurance Cases for Data Scientists: A Showcase of Concepts and Tooling in the Context of Test Data Quality for Machine Learning

Product-Focused Software Process Improvement, p.151-158

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CFD Simulation and Visualization of Reactive Bubble Columns

Journal of chemical engineering of Japan, 2018, Vol.51 (4), p.356-365

2018

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Requirements-Driven Method to Determine Quality Characteristics and Measurements for Machine Learning Software and Its Evaluation

2020 IEEE 28th International Requirements Engineering Conference (RE), 2020, p.260-270

2020

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Handling Uncertainties of Data-Driven Models in Compliance with Safety Constraints for Autonomous Behaviour

2021 17th European Dependable Computing Conference (EDCC), 2021, p.95-102

2021

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Timeseries-aware Uncertainty Wrappers for Uncertainty Quantification of Information-Fusion-Enhanced AI Models based on Machine Learning

2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2023, p.231-238

2023

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Safe Traffic Sign Recognition through Data Augmentation for Autonomous Vehicles Software

2019 IEEE 19th International Conference on Software Quality, Reliability and Security Companion (QRS-C), 2019, p.540-541

2019

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Prevalence and knowledge about acute mountain sickness in the Western Alps

PloS one, 2023-09, Vol.18 (9), p.e0291060

2023

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Identification of multiple risk loci and regulatory mechanisms influencing susceptibility to multiple myeloma

Nature communications, 2018-09, Vol.9 (1), p.3707-10, Article 3707

2018

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Streptozocin/5-fluorouracil chemotherapy of pancreatic neuroendocrine tumours in the era of targeted therapy

Endocrine, 2022-01, Vol.75 (1), p.293-302

2022

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Higher Work-Privacy Conflict and Lower Job Satisfaction in GP Leaders and Practice Assistants Working Full-Time Compared to Part-Time: Results of the IMPROVEjob Study

International journal of environmental research and public health, 2022-02, Vol.19 (5), p.2618

2022

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Interaction of Alzheimer’s Disease-Associated Genetic Risk with Indicators of Socioeconomic Position on Mild Cognitive Impairment in the Heinz Nixdorf Recall Study

Journal of Alzheimer's disease, 2021-01, Vol.82 (4), p.1715-1725

2021

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Genome-wide association study identifies susceptibility loci for B-cell childhood acute lymphoblastic leukemia

Nature communications, 2018-04, Vol.9 (1), p.1340-9, Article 1340

2018

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Improving 10-year cardiovascular risk prediction in apparently healthy people: flexible addition of risk modifiers on top of SCORE2

European journal of preventive cardiology, 2023-10, Vol.30 (15), p.1705-1714

2023

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A genetic risk score of alleles related to MGUS interacts with socioeconomic position in a population-based cohort

Scientific reports, 2022-03, Vol.12 (1), p.4409-4409, Article 4409

2022

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Leadership program with skills training for general practitioners was highly accepted without improving job satisfaction: the cluster randomized IMPROVEjob study

Scientific reports, 2022-10, Vol.12 (1), p.17869-17869, Article 17869

2022

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Cleaner Skies during the COVID-19 Lockdown

Bulletin of the American Meteorological Society, 2022-08, Vol.103 (8), p.E1796-E1827

2022

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Mendelian randomization provides support for obesity as a risk factor for meningioma

Scientific reports, 2019-01, Vol.9 (1), p.309-309, Article 309

2019

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The Predominance of the Health-Promoting Patterns of Work Behavior and Experience in General Practice Teams—Results of the IMPROVEjob Study

Healthcare (Basel), 2024-02, Vol.12 (3), p.299

2024

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Construction of a quality model for machine learning systems

Could We Relieve AI/ML Models of the Responsibility of Providing Dependable Uncertainty Estimates? A Study on Outside-Model Uncertainty Estimates

Towards Guidelines for Assessing Qualities of Machine Learning Systems

Increasing Trust in Data-Driven Model Validation: A Framework for Probabilistic Augmentation of Images and Meta-data Generation Using Application Scope Characteristics

Architectural Patterns for Handling Runtime Uncertainty of Data-Driven Models in Safety-Critical Perception

Towards a Common Testing Terminology for Software Engineering and Data Science Experts

Conformal Prediction and Uncertainty Wrapper: What Statistical Guarantees Can You Get for Uncertainty Quantification in Machine Learning?

Operationalizing Assurance Cases for Data Scientists: A Showcase of Concepts and Tooling in the Context of Test Data Quality for Machine Learning

CFD Simulation and Visualization of Reactive Bubble Columns

Requirements-Driven Method to Determine Quality Characteristics and Measurements for Machine Learning Software and Its Evaluation

Handling Uncertainties of Data-Driven Models in Compliance with Safety Constraints for Autonomous Behaviour

Timeseries-aware Uncertainty Wrappers for Uncertainty Quantification of Information-Fusion-Enhanced AI Models based on Machine Learning

Safe Traffic Sign Recognition through Data Augmentation for Autonomous Vehicles Software

Prevalence and knowledge about acute mountain sickness in the Western Alps

Identification of multiple risk loci and regulatory mechanisms influencing susceptibility to multiple myeloma

Streptozocin/5-fluorouracil chemotherapy of pancreatic neuroendocrine tumours in the era of targeted therapy

Higher Work-Privacy Conflict and Lower Job Satisfaction in GP Leaders and Practice Assistants Working Full-Time Compared to Part-Time: Results of the IMPROVEjob Study

Interaction of Alzheimer’s Disease-Associated Genetic Risk with Indicators of Socioeconomic Position on Mild Cognitive Impairment in the Heinz Nixdorf Recall Study

Genome-wide association study identifies susceptibility loci for B-cell childhood acute lymphoblastic leukemia

Improving 10-year cardiovascular risk prediction in apparently healthy people: flexible addition of risk modifiers on top of SCORE2

A genetic risk score of alleles related to MGUS interacts with socioeconomic position in a population-based cohort

Leadership program with skills training for general practitioners was highly accepted without improving job satisfaction: the cluster randomized IMPROVEjob study

Cleaner Skies during the COVID-19 Lockdown

Mendelian randomization provides support for obesity as a risk factor for meningioma

The Predominance of the Health-Promoting Patterns of Work Behavior and Experience in General Practice Teams—Results of the IMPROVEjob Study

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