4 papers
Typical Healthcare Pathways as a Basis for Admixture Modeling of Patient Trajectories
Maryam Farhadizadeh, Carola S. Heinzel, August Sigle +5
Background: Understanding whether patients follow similar or distinct patterns of care is important for characterizing clinical practice, identifying patient subgroups, and support…
Testing similarity of competing risks models by comparing transition probabilities
Zoe Kristin Lange, Maryam Farhadizadeh, Holger Dette +1
Assessing whether patient populations exhibit comparable event dynamics is important for evaluating treatment equivalence, pooling cohorts and comparing clinical pathways. Existing…
Challenges and proposed solutions in modeling multimodal medical data: A systematic review
Maryam Farhadizadeh, Maria Weymann, Michael Blaß +7
Multimodal data modeling has emerged as a powerful approach in clinical research, enabling the integration of diverse data types such as imaging, genomics, wearable sensors, and el…
Improving prediction models by incorporating external data with weights based on similarity
Max Behrens, Maryam Farhadizadeh, Angelika Rohde +4
In clinical settings, we often face the challenge of building prediction models based on small observational data sets. For example, such a data set might be from a medical center…