Towards global model generalizability: independent cross-site feature evaluation for patient-level risk prediction models using the OHDSI network.
Behzad NaderalvojoudCatherine M. CurtinChen YanoverTal El-HayByungjin ChoiRae Woong ParkJavier Gracia-TabuencaMary Pat ReeveThomas FalconerKeith HumphreysSteven M. AschTina Hernandez-BoussardPublished in: J. Am. Medical Informatics Assoc. (2024)
Keyphrases
- prediction model
- probabilistic model
- network model
- prior knowledge
- predictive model
- mathematical model
- experimental data
- statistical model
- multiple models
- computational model
- linear model
- neural network model
- model validation
- high level
- classification models
- analytical model
- monte carlo simulation
- wireless sensor networks
- metamodel
- bayesian framework
- statistical models
- learning models
- fully connected
- evaluation model
- parametric models
- autoregressive
- network structure
- website
- hybrid model
- modeling framework
- process model
- radial basis function network
- parameter estimation
- short term prediction