Tumour Feature Models from Pathology Representations


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Documentation for package ‘PathoFMPred’ version 0.1.0

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available_foundation_models List locally available foundation-model representations
available_pathofm_models List available cancer-specific models
available_titan_models List available cancer-specific models
compare_pathofm_models Compare representation-specific models for one cancer-endpoint task
create_pathofmpred_object Build a portable PathoFMPred model collection
example_pathofm_features Construct a synthetic feature vector for examples and smoke tests
example_titan_features Construct a synthetic feature vector for examples and smoke tests
fetch_pathofmpred_models Download user-authorized PathoFMPred model collections
pathofmpred_control Define model-development settings
pathofm_model_registry Read registries from locally available model collections
pathofm_sample_report Create a single-sample pathology-foundation-model research output
plot_pathofm_binary Plot PathoFMPred binary outputs
plot_pathofm_radar Radar plot of PathoFMPred continuous outputs
plot_titan_binary Plot binary PLS-LDA outputs
plot_titan_radar Radar plot of continuous prediction percentiles
predict_pathofm Apply supported models for one pathology foundation-model representation
predict_pathofmpred_object Apply a user-created PathoFMPred object
predict_titan Apply the legacy TITAN model interface
titan_model_registry Read registries from locally available model collections
titan_sample_report Create a single-sample pathology-foundation-model research output
validate_pathofmpred_object Validate a PathoFMPred model collection