2024
A large open access dataset of brain metastasis 3D segmentations on MRI with clinical and imaging information
Ramakrishnan D, Jekel L, Chadha S, Janas A, Moy H, Maleki N, Sala M, Kaur M, Petersen G, Merkaj S, von Reppert M, Baid U, Bakas S, Kirsch C, Davis M, Bousabarah K, Holler W, Lin M, Westerhoff M, Aneja S, Memon F, Aboian M. A large open access dataset of brain metastasis 3D segmentations on MRI with clinical and imaging information. Scientific Data 2024, 11: 254. PMID: 38424079, PMCID: PMC10904366, DOI: 10.1038/s41597-024-03021-9.Peer-Reviewed Original ResearchMeSH KeywordsArtificial IntelligenceBrain NeoplasmsCranial IrradiationHumansMagnetic Resonance ImagingRadiosurgeryConceptsWhole-brain radiotherapyStereotactic radiosurgeryT1 post-contrastBrain metastasesPost-contrastSide effectsImage informationArtificial intelligenceAssociated with cognitive side effectsContrast-enhancing lesionsQuality of datasetsCognitive side effectsFLAIR MR imagesValidation of AI modelsBrain radiotherapyLimitations of algorithmsStandard treatmentAI modelsMR imagingAI networksContrast enhancementClinical settingSegmentation workflowDatasetClinical adoption
2021
What's Needed to Bridge the Gap Between US FDA Clearance and Real-world Use of AI Algorithms
Lin M. What's Needed to Bridge the Gap Between US FDA Clearance and Real-world Use of AI Algorithms. Academic Radiology 2021, 29: 567-568. PMID: 34794879, PMCID: PMC8903084, DOI: 10.1016/j.acra.2021.10.007.Peer-Reviewed Original ResearchAlgorithmsArtificial IntelligenceHumansKineticsUnited StatesUnited States Food and Drug Administration