Validated Results & Downloadable Resources

TitleEventEvent YearURLPresentation TypeDOI LinkAuthors
External validation of a convolutional neural networks algorithm derived artificial intelligence tool to predict malignancy in pulmonary nodulesBTOG2020URLPosterD. R. Baldwin, J. Gustafson, L. C. Pickup, E. L. , O’Dowd1, C. Arteta, P. Novotny, J. Declerck, T. Kadir, C. Santos, A. Sterba, A. Excell, V. Potesil, P. Holland, H. Spence, A, Clubley, M. Clark, V. Ashford-Turner, M. E. Callister, F. Gleeson
AI-based CADx improves stratification decisions on indeterminate pulmonary nodules an MRMC reader studyATS2020URLOralT.L. Dotson, C. Filippini, C. Arteta, J. Declerck, T. Kadir, L.C. Pickup, Q. Chometon, C.R. Bellinger, F. Gleeson,
AI-based CADx improves radiologists’ stratification of indeterminate pulmonary nodules: an MRMC reader studyESTI2020URLOralT.L. Dotson, C. Filippini, C. Arteta, J. Declerck, T. Kadir, L.C. Pickup, Q. Chometon, C.R. Bellinger, F. Gleeson,
Assessing the Accuracy of a Deep Learning Method to Risk Stratify Indeterminate Pulmonary Nodules2020URLPublicationPP. Massion, S Antic, S Ather, C Arteta, J Brabec, H Chen, J Declerck, D Dufek, W Hickes, T Kadir, J Kunst, BA Landman, RF Munden, P Novotny, H Peschl, LC Pickup, C Santos, GT Smith, A Talwar, F Gleeson
External validation of a convolutional neural network artificial intelligence tool to predict malignancy in pulmonary nodules2020URLPublicationD R Baldwin, J Gustafson, L Pickup, C Arteta, P Novotny, J Declerck, T Kadir, C Figueiras, A Sterba, A Exell, V Potesil, P Holland, H Spence, A Clubley, E O’Dowd, M Clark, V Ashford-Turner, MEJ Callister, FV Gleeson
AI-Based Computer-Aided Diagnosis (CADx) Improves Stratification Decisions on Indeterminate Pulmonary Nodules: An MRMC Reader StudyATS2020URLPresentationT.L. Dotson, C. Filippini, C. Arteta, J. Declerck, T. Kadir, L.C. Pickup, Q. Chometon, C.R. Bellinger, F. Gleeson
Multi-Center Independent Validation of AI Risk Stratification for Indeterminate Pulmonary Nodules from CT Images ATS2019URLOralF. Gleeson, S. Ather, A. Talwar, J. Gustafson, W. Hickes, M. Clark, V. Ashford-Turner, E. Reason, P. Holland, T. Kadir, J. Declerck, L. Pickup, C. Arteta4,P. Novotny, A. Sterba, M. Callister, D. Baldwin
Repeated Measures of Risk Based on Radiomics Features of Indeterminate Pulmonary Nodules for the Early Discrimination Between Benign and Malignant Disease ATS2019URLOralA. Balar, D. Lakhani, S. Antic, J. Qian, R. Nguyen, B. Landman, H. Chen, S.Chen, K. L. Sandler, C. Shah, G. Smith, P. P. Massion
What Is the Impact of Localised Data When Training Deep Neural Networks for Lung Cancer Prediction? IASLC2019URLPosterA. Devaraj, I. Pulzato, S. Kemp, C. Ridge, S. Padley, A. Nicholson, C. Arteta, P. Novotny, L. Pickup, J. Declerck, T. Kadir
Acceleration of lung cancer diagnosis: utility study for AI-based stratification of pulmonary nodulesIASLC2019URLPosterL. Pickup, C. Arteta, J. Declerck, P. Novotny, S. Antic, A. Balar, P. Massion, T. Kadir
Evaluation of a Deep Learning-Based Automatic Classifier for the Classification of Perifissural NodulesIASLC2019URLOralD. Han, M. Heuvelmans, M. Rook, M. Dorrius, L. Van, Houten, N. Waterfield, Price, L. Pickup, P. Novotny, J. Declerck, M. Oudkerk, P.m.a. Van, Ooijen, F. Gleeson, R. Vliegenthart
How Many Malignancies Present at Baseline That Get Diagnosed in the Next Screening Round? Could Their Workup Be Accelerated?RSNA 2019URLOralN. Dowson, L. Pickup, C. Arteta, P. Novotny, J. M. Declerck, R. F. Munden, T. Kadir
The Utility of a Convolutional Neural Network (CNN) Model Score for Cancer Risk in Indeterminate Small Pulmonary Nodules Compared to Clinical Practice According to British Thoracic Society GuidelinesRSNA 2019URLOralM. Tsakok, M. Mashar, L. C. Pickup, P. Novotny, T. Kadir, F. Gleeson
Speeding up lung cancer diagnosis with imaging AI/”Radiomics”NLCRT2019PresentationV. Potesil
Lung nodule risk stratification using Deep Learning on the complete US National Lung Screening Trial datasetECR2018OralC. Arteta, L. Pickup, P. Novotny, Z. Sandford, J. Brabec, D. Dufek, J. Kunst, J. Declerck, T. Kadir
Deep Learning Based Risk Stratification of Patients with Suspicious NodulesATS2018URLMini-OralC. Arteta, L. Pickup, J. Declerck, P.P. Massion
Solid and Part-Solid Lung Nodule Classification Using Deep Learning on the National Lung Screening Trial DatasetATS2018URLOralT. Kadir, C. Arteta, L. Pickup, P. Novotny, Z. Sandford, J. Brabec, D. Dufek, J. Kunst, J. Declerck,
AI Based Malignancy Prediction of Indeterminate Pulmonary Nodules: Robustness to CT Contrast MediaIASLC2018URLPosterQ. Chometon, L. Pickup, C. Arteta, H. Peschl, S. Ather, M. Tsakok, C. Santos, P. Novotny, J. Declerck, F. Gleeson, T. Kadir
Lung Cancer Prediction Using Deep Learning Software: Validation on Independent Multi-Centre DataIASLC2018URLOralH. Peschl, D. Han, P. Van, Ooijen, M. Oudkerk, M. Dorrius, M. Rook, R. Vliegenthart, C.P. Heussel, N. Batora, H. Kauczor, C. Da, Silva, O. Von, Stackelberg, R. Rubtsov, M. Wielputz, S. Ather, M. Tsakok, C. Arteta, L. Pickup, S. Hussain, W. Hickes, P. Novotny, C. Santos, E. Fay, J. Declerck, V. Potesil, T. Kadir, F. Gleeson
Automatic Nodule Size Measurements Can Improve Prediction Accuracy Within a Brock Risk ModelIASLC2018URLOralC. Arteta, N. Dowson, P. Novotny, C. Santos, L. Pickup, S. Ather, J. Declerck, F. Gleeson, T. Kadir
Nodule Size Measurement: Automatic or Human-Which is Better for Predicting Lung Cancer in a Brock Model?RSNA 2018URLOralS. Ather, N. Dowson, C. Arteta, L. Pickup, P. Novotny, C. Santos, H. Peschl, M. Tsakok, W. Hickes, S. Hussain, J. Declerck, V. Potesil, T. Kadir, F. Gleeson
Deep Learning for Rule-Out of Unnecessary Follow-Up in Patients with Incidentally Detected, Indeterminate Pulmonary Nodules: Results on an Independent DatasetRSNA 2018URLOralS. Ather, C. Arteta, N. Dowson, L. Pickup, P. Novotny, C. Santos, H. Peschl, M. Tsakok, W. Hickes, S. Hussain, J. Declerck, V. Potesil, T. Kadir, F. Gleeson
Nodule Size Isn’t Everything: Imaging Features Other Than Size Contribute to AI Based Risk Stratification of Solid NodulesIASLC2017URLOralL. Pickup, J. Declerck, R. Munden, F. Gleeson, P. Massion, G. Smith, T. Kadir
A Comparison of the Imaging Features of Early Stage Primary Lung Cancer in Patients Treated with Surgery, SABR and Microwave Ablation IASLC2017URLPosterA. Talwar, N. Jenko, J. Willaime, S. Ather, W. Hickes, L. Pickup, N. Rahman, T. Kadir, F. Gleeson
Lung nodule risk stratification using CNNs: can we generalize from screening training data?SIIM2017CheckL. Pickup, F. Gleeson, A. Talwar, T. Kadir
Assessment of CT Texture Analysis as a Tool for Lung Nodule Follow-UpRSNA 2017URLOralS. Ather, L. Pickup, A. Talwar, J.M. Willaime, H. Peschl, F. Gleeson

Acronyms
IASLC
The International Association for the Study of Lung Cancer
SIIM
The Society for Imaging Informatics in Medicine
RSNA
The Radiological Society of North America
ECR
The European Congress of Radiology
ATS
The American Thoracic Society
NLCRT
The National Lung Cancer Round Table
BTOG
British Thoracic Oncology Group
ESTI
European Society of Thoracic Imaging