2024
Applying Language Models to Radiology Text for Identifying Oligometastatic Non-Small Cell Lung Cancer
Moore N, Laird J, Verma N, Hager T, Sritharan D, Lee V, Maresca R, Chadha S, Park H, Aneja S. Applying Language Models to Radiology Text for Identifying Oligometastatic Non-Small Cell Lung Cancer. International Journal Of Radiation Oncology • Biology • Physics 2024, 120: e644. DOI: 10.1016/j.ijrobp.2024.07.1417.Peer-Reviewed Original ResearchNon-small cell lung cancerOligometastatic diseaseCell lung cancerRadiologic impressionTumor RegistryTest cohortOligometastatic non-small cell lung cancerIV non-small cell lung cancerStage IV non-small cell lung cancerLung cancerConvolutional neural networkMetastasis-directed therapyOligometastatic NSCLC patientsMonths of diagnosisLanguage modelClinician reviewNSCLC patientsPatient cohortClinical dataScreening patientsSubgroup analysisBrain MRIClinical textBurden of diseaseClinical relevance
2023
Clinical Informatics Approaches to Facilitate Cancer Data Sharing
Aneja S, Avesta A, Xu H, Machado L. Clinical Informatics Approaches to Facilitate Cancer Data Sharing. Yearbook Of Medical Informatics 2023, 32: 104-110. PMID: 37414028, PMCID: PMC10751108, DOI: 10.1055/s-0043-1768721.Peer-Reviewed Original ResearchConceptsCommon data modelHomomorphic encryptionData modelData sharingClinical informaticsMachine learning techniquesInformatics studiesDiagnostic image analysisLearning techniquesElectronic health recordsEncryptionClinical dataAnalyticsHealth recordsPromising solutionHealth dataInformaticsSharingSmall settingsData availabilityImage analysisPromising resultsHealth informationRepresentative datasetCancer data
2017
Deep Neural Network to Predict Local Failure Following Stereotactic Body Radiation Therapy: Integrating Imaging and Clinical Data to Predict Outcomes
Aneja S, Shaham U, Kumar R, Pirakitikulr N, Nath S, Yu J, Carlson D, Decker R. Deep Neural Network to Predict Local Failure Following Stereotactic Body Radiation Therapy: Integrating Imaging and Clinical Data to Predict Outcomes. International Journal Of Radiation Oncology • Biology • Physics 2017, 99: s47. DOI: 10.1016/j.ijrobp.2017.06.120.Peer-Reviewed Original Research