2022
Machine Learning Tools for Image-Based Glioma Grading and the Quality of Their Reporting: Challenges and Opportunities
Merkaj S, Bahar RC, Zeevi T, Lin M, Ikuta I, Bousabarah K, Petersen G, Staib L, Payabvash S, Mongan JT, Cha S, Aboian MS. Machine Learning Tools for Image-Based Glioma Grading and the Quality of Their Reporting: Challenges and Opportunities. Cancers 2022, 14: 2623. PMID: 35681603, PMCID: PMC9179416, DOI: 10.3390/cancers14112623.Peer-Reviewed Original ResearchMachine learning toolsGrade predictionLearning toolsML applicationsClassifier algorithmML modelsClassification methodMedical imagingData sourcesPractices of radiologistsToolGlioma gradingNext stepWorkflowAlgorithmChallengesTechnological innovationImplementationPredictionModelLast decadeSpecific areas
2015
How I Do It A Practical Database Management System to Assist Clinical Research Teams with Data Collection, Organization, and Reporting
Lee H, Chapiro J, Schernthaner R, Duran R, Wang Z, Gorodetski B, Geschwind JF, Lin M. How I Do It A Practical Database Management System to Assist Clinical Research Teams with Data Collection, Organization, and Reporting. Academic Radiology 2015, 22: 527-533. PMID: 25641319, PMCID: PMC4355209, DOI: 10.1016/j.acra.2014.12.002.Peer-Reviewed Original ResearchConceptsDatabase management systemDatabase systemsManagement systemUser interface systemData storage problemCustom searchRetrieval criteriaInterface systemData inputAutomatic calculationStorage problemData collectionStorage systemDatabaseRetrievingStoringSystemWorkflowRobust toolBoard-certified radiologists