1. Towards a safe and efficient clinical implementation of machine learning in radiation oncology by exploring model interpretability, explainability and data-model dependency. Phys Med Biol. 2022 05 27; 67(11). Barragán-Montero A, Bibal A, Dastarac MH, Draguet C, Valdés G, Nguyen D, Willems S, Vandewinckele L, Holmström M, Löfman F, Souris K, Sterpin E, Lee JA. PMID: 35421855.

    View in: PubMed   Mentions: Article has an altmetric score of 5   Fields: 

    BioDiaNucPhy

  2. Prospective Clinical Validation of Virtual Patient-Specific Quality Assurance of Volumetric Modulated Arc Therapy Radiation Therapy Plans. Int J Radiat Oncol Biol Phys. 2022 Aug 01; 113(5):1091-1102. Wall PDH, Hirata E, Morin O, Valdes G, Witztum A. PMID: 35533908.

    View in: PubMed   Mentions: Article has an altmetric score of 10   Fields: 

    NeoRadRad

       Translation:Humans

  3. Artificial Intelligence-Guided Prediction of Dental Doses Before Planning of Radiation Therapy for Oropharyngeal Cancer: Technical Development and Initial Feasibility of Implementation. Adv Radiat Oncol. 2022 Mar-Apr; 7(2):100886. Chan JW, Hohenstein N, Carpenter C, Pattison AJ, Morin O, Valdes G, Thompson M, Perkins J, Perkins J, Solberg TD, Yom SS. PMID: 35387423; PMCID: PMC8977910.

    View in: PubMed   Mentions: 1  Article has an altmetric score of 12

  4. Representational Gradient Boosting: Backpropagation in the Space of Functions. IEEE Trans Pattern Anal Mach Intell. 2021 Dec 23; PP. Valdes G, Friedman J, Jiang F, Gennatas E. PMID: 34941500.

    View in: PubMed   Mentions: Article has an altmetric score of 7   Fields: 

    Med

  5. Risks and Opportunities to Ensure Equity in the Application of Big Data Research in Public Health. Annu Rev Public Health. 2022 04 05; 43:59-78. Wesson P, Hswen Y, Valdes G, Stojanovski K, Handley MA. PMID: 34871504; PMCID: PMC8983486.

    View in: PubMed   Mentions: Article has an altmetric score of 13   Fields: 

    Pub

       Translation:HumansPH

  6. The Conditional Super Learner. IEEE Trans Pattern Anal Mach Intell. 2021 Dec 01; PP. Valdes G, Interian Y, Gennatas E, Van der Laan M. PMID: 34851823.

    View in: PubMed   Mentions: Article has an altmetric score of 3   Fields: 

    Med   

  7. An artificial intelligence framework integrating longitudinal electronic health records with real-world data enables continuous pan-cancer prognostication. Nat Cancer. 2021 07; 2(7):709-722. Morin O, Vallières M, Braunstein S, Ginart JB, Upadhaya T, Woodruff HC, Zwanenburg A, Chatterjee A, Villanueva-Meyer JE, Valdes G, Chen W, Hong JC, Yom SS, Solberg TD, Löck S, Seuntjens J, Park C, Lambin P. PMID: 35121948.

    View in: PubMed   Mentions: 4  Article has an altmetric score of 134Translation:Humans

  8. A situational awareness Bayesian network approach for accurate and credible personalized adaptive radiotherapy outcomes prediction in lung cancer patients. Phys Med. 2021 Jul; 87:11-23. Luo Y, Jolly S, Palma D, Lawrence TS, Tseng HH, Valdes G, McShan D, Ten Haken RK, Ei Naqa I. PMID: 34091197; PMCID: PMC8284560.

    View in: PubMed   Fields: 

    BioMedPhy

       Translation:Humans

  9. Salvage High-Dose-Rate Brachytherapy for Recurrent Prostate Cancer After Definitive Radiation. Pract Radiat Oncol. 2021 Nov-Dec; 11(6):515-526. Wu SY, Wong AC, Shinohara K, Roach M, Cunha JAM, Valdes G, Hsu IC. PMID: 34077809.

    View in: PubMed   Mentions: Article has an altmetric score of 8   Fields: 

    NeoRad

       Translation:Humans

  10. Artificial intelligence for prediction of measurement-based patient-specific quality assurance is ready for prime time. Med Phys. 2021 06; 48(6):2701-2704. Valdes G, Adamson J, Cai J. PMID: 33797761.

    View in: PubMed   Mentions: Article has an altmetric score of 6   Fields: 

    BioPhyRadRad

       Translation:Humans

  11. Use of Receiver Operating Curve Analysis and Machine Learning With an Independent Dose Calculation System Reduces the Number of Physical Dose Measurements Required for Patient-Specific Quality Assurance. Int J Radiat Oncol Biol Phys. 2021 03 15; 109(4):1086-1095. Hasse K, Scholey J, Ziemer BP, Natsuaki Y, Morin O, Solberg TD, Hirata E, Valdes G, Witztum A. PMID: 33197530.

    View in: PubMed   Mentions: Article has an altmetric score of 2   Fields: 

    NeoRadRad

       Translation:Humans

  12. Targeted transfer learning to improve performance in small medical physics datasets. Med Phys. 2020 Dec; 47(12):6246-6256. Romero M, Interian Y, Solberg T, Valdes G. PMID: 33007112.

    View in: PubMed   Mentions: 5  Article has an altmetric score of 6   Fields: 

    BioPhyRadRad

       Translation:Humans

  13. Integration of AI and Machine Learning in Radiotherapy QA. Front Artif Intell. 2020; 3:577620. Chan MF, Witztum A, Valdes G. PMID: 33733216; PMCID: PMC7861232.

    View in: PubMed   Mentions: 8  Article has an altmetric score of 2

  14. Machine learning for radiation outcome modeling and prediction. Med Phys. 2020 Jun; 47(5):e178-e184. Luo Y, Chen S, Valdes G. PMID: 32418338.

    View in: PubMed   Mentions: 4  Article has an altmetric score of 3   Fields: 

    BioPhyRadRad

       Translation:Humans

  15. Reply to Nock and Nielsen: On the work of Nock and Nielsen and its relationship to the additive tree. Proc Natl Acad Sci U S A. 2020 04 21; 117(16):8694-8695. Valdes G, Luna JM, Gennatas ED, Ungar LH, Eaton E, Diffenderfer ES, Jensen ST, Simone CB, Friedman JH, Solberg TD. PMID: 32265277; PMCID: PMC7183189.

    View in: PubMed   Fields: 

    Sci

  16. Expert-augmented machine learning. Proc Natl Acad Sci U S A. 2020 03 03; 117(9):4571-4577. Gennatas ED, Friedman JH, Ungar LH, Pirracchio R, Eaton E, Reichmann LG, Interian Y, Luna JM, Simone CB, Auerbach A, Delgado E, van der Laan MJ, Solberg TD, Valdes G. PMID: 32071251; PMCID: PMC7060733.

    View in: PubMed   Mentions: 12  Article has an altmetric score of 112   Fields: 

    Sci

  17. Building more accurate decision trees with the additive tree. Proc Natl Acad Sci U S A. 2019 10 01; 116(40):19887-19893. Luna JM, Gennatas ED, Ungar LH, Eaton E, Diffenderfer ES, Jensen ST, Simone CB, Friedman JH, Solberg TD, Valdes G. PMID: 31527280; PMCID: PMC6778203.

    View in: PubMed   Mentions: 8  Article has an altmetric score of 17   Fields: 

    Sci

  18. Integrated models incorporating radiologic and radiomic features predict meningioma grade, local failure, and overall survival. Neurooncol Adv. 2019 May-Dec; 1(1):vdz011. Morin O, Chen WC, Nassiri F, Susko M, Magill ST, Vasudevan HN, Wu A, Vallières M, Gennatas ED, Valdes G, Pekmezci M, Alcaide-Leon P, Choudhury A, Interian Y, Mortezavi S, Turgutlu K, Bush NAO, Solberg TD, Braunstein SE, Sneed PK, Perry A, Zadeh G, McDermott MW, Villanueva-Meyer JE, Raleigh DR. PMID: 31608329; PMCID: PMC6777505.

    View in: PubMed   Mentions: 31

  19. Optimizing beam models for dosimetric accuracy over a wide range of treatments. Phys Med. 2019 Feb; 58:47-53. Chen J, Morin O, Weethee B, Perez-Andujar A, Phillips J, Held M, Kearney V, Han DY, Cheung J, Chuang C, Valdes G, Sudhyadhom A, Solberg T. PMID: 30824149.

    View in: PubMed   Mentions: 2   Fields: 

    BioMedPhy

  20. Predicting radiation pneumonitis in locally advanced stage II-III non-small cell lung cancer using machine learning. Radiother Oncol. 2019 04; 133:106-112. Luna JM, Chao HH, Diffenderfer ES, Valdes G, Chinniah C, Ma G, Cengel KA, Solberg TD, Berman AT, Simone CB. PMID: 30935565.

    View in: PubMed   Mentions: 25  Article has an altmetric score of 4   Fields: 

    NeoRad

       Translation:Humans

  21. Erratum: "Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers" [Med. Phys. 45 (7), 3449-3459 (2018)]. Med Phys. 2019 Feb; 46(2):1080-1087. Deist TM, Dankers FJWM, Valdes G, Wijsman R, Hsu IC, Oberije C, Lustberg T, van Soest J, Hoebers F, Jochems A, El Naqa I, Wee L, Morin O, Raleigh DR, Bots W, Kaanders JH, Belderbos J, Kwint M, Solberg T, Monshouwer R, Bussink J, Dekker A, Lambin P. PMID: 30730570.

    View in: PubMed   Mentions: 3  Article has an altmetric score of 1   Fields: 

    BioPhyRadRad   

  22. In Reply to Gensheimer and Trister. Int J Radiat Oncol Biol Phys. 2018 12 01; 102(5):1594-1596. Valdes G, Chang AJ, Cunnan A, Solberg TD, Hsu IC, Interian Y, Owen K, Jensen ST, Ungar LH. PMID: 31014789.

    View in: PubMed   Fields: 

    NeoRadRad

  23. The application of artificial intelligence in the IMRT planning process for head and neck cancer. Oral Oncol. 2018 12; 87:111-116. Kearney V, Chan JW, Valdes G, Solberg TD, Yom SS. PMID: 30527225.

    View in: PubMed   Mentions: 12  Article has an altmetric score of 10   Fields: 

    Neo

       Translation:HumansPH

  24. Artificial Intelligence in Radiation Oncology Imaging. Int J Radiat Oncol Biol Phys. 2018 11 15; 102(4):1159-1161. Thompson RF, Valdes G, Fuller CD, Carpenter CM, Morin O, Aneja S, Lindsay WD, Aerts HJWL, Agrimson B, Deville C, Rosenthal SA, Yu JB, Thomas CR. PMID: 30353870.

    View in: PubMed   Mentions: 7  Article has an altmetric score of 6   Fields: 

    NeoRadRad

       Translation:Humans

  25. Preoperative and postoperative prediction of long-term meningioma outcomes. PLoS One. 2018; 13(9):e0204161. Gennatas ED, Wu A, Braunstein SE, Morin O, Chen WC, Magill ST, Gopinath C, Villaneueva-Meyer JE, Perry A, McDermott MW, Solberg TD, Valdes G, Raleigh DR. PMID: 30235308; PMCID: PMC6147484.

    View in: PubMed   Mentions: 8  Article has an altmetric score of 8   Fields: 

    MedSci

       Translation:Humans

  26. An unsupervised convolutional neural network-based algorithm for deformable image registration. Phys Med Biol. 2018 09 17; 63(18):185017. Kearney V, Haaf S, Sudhyadhom A, Valdes G, Solberg TD. PMID: 30109996.

    View in: PubMed   Mentions: 14  Article has an altmetric score of 1   Fields: 

    BioDiaNucPhy

       Translation:Humans

  27. A Deep Look Into the Future of Quantitative Imaging in Oncology: A Statement of Working Principles and Proposal for Change. Int J Radiat Oncol Biol Phys. 2018 11 15; 102(4):1074-1082. Morin O, Vallières M, Jochems A, Woodruff HC, Valdes G, Braunstein SE, Wildberger JE, Villanueva-Meyer JE, Kearney V, Yom SS, Solberg TD, Lambin P. PMID: 30170101.

    View in: PubMed   Mentions: 26  Article has an altmetric score of 1   Fields: 

    NeoRadRad

       Translation:Humans

  28. Machine learning and modeling: Data, validation, communication challenges. Med Phys. 2018 Oct; 45(10):e834-e840. El Naqa I, Ruan D, Valdes G, Dekker A, McNutt T, Ge Y, Wu QJ, Oh JH, Thor M, Smith W, Rao A, Fuller C, Xiao Y, Manion F, Schipper M, Mayo C, Moran JM, Ten Haken R. PMID: 30144098; PMCID: PMC6181755.

    View in: PubMed   Mentions: 17  Article has an altmetric score of 3   Fields: 

    BioPhyRadRad

  29. Exploratory analysis using machine learning to predict for chest wall pain in patients with stage I non-small-cell lung cancer treated with stereotactic body radiation therapy. J Appl Clin Med Phys. 2018 Sep; 19(5):539-546. Chao HH, Valdes G, Luna JM, Heskel M, Berman AT, Solberg TD, Simone CB. PMID: 29992732; PMCID: PMC6123157.

    View in: PubMed   Mentions: 4  Article has an altmetric score of 2   Fields: 

    BioPhy

       Translation:Humans

  30. Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers. Med Phys. 2018 Jul; 45(7):3449-3459. Deist TM, Dankers FJWM, Valdes G, Wijsman R, Hsu IC, Oberije C, Lustberg T, van Soest J, Hoebers F, Jochems A, El Naqa I, Wee L, Morin O, Raleigh DR, Bots W, Kaanders JH, Belderbos J, Kwint M, Solberg T, Monshouwer R, Bussink J, Dekker A, Lambin P. PMID: 29763967; PMCID: PMC6095141.

    View in: PubMed   Mentions: 72  Article has an altmetric score of 8   Fields: 

    BioPhyRadRad

       Translation:Humans

  31. Artificial intelligence in radiation oncology: A specialty-wide disruptive transformation? Radiother Oncol. 2018 12; 129(3):421-426. Thompson RF, Valdes G, Fuller CD, Carpenter CM, Morin O, Aneja S, Lindsay WD, Aerts HJWL, Agrimson B, Deville C, Rosenthal SA, Yu JB, Thomas CR. PMID: 29907338.

    View in: PubMed   Mentions: 51  Article has an altmetric score of 44   Fields: 

    NeoRad

       Translation:Humans

  32. Clinical Applications of Quantitative 3-Dimensional MRI Analysis for Pediatric Embryonal Brain Tumors. Int J Radiat Oncol Biol Phys. 2018 11 15; 102(4):744-756. Hara JH, Wu A, Villanueva-Meyer JE, Valdes G, Daggubati V, Mueller S, Solberg TD, Braunstein SE, Morin O, Raleigh DR. PMID: 30108003.

    View in: PubMed   Mentions: 4  Article has an altmetric score of 1   Fields: 

    NeoRadRad

       Translation:Humans

  33. The Future of Artificial Intelligence in Radiation Oncology. Int J Radiat Oncol Biol Phys. 2018 10 01; 102(2):247-248. Thompson RF, Valdes G, Fuller CD, Carpenter CM, Morin O, Aneja S, Lindsay WD, Aerts HJWL, Agrimson B, Deville C, Rosenthal SA, Yu JB, Thomas CR. PMID: 30191856.

    View in: PubMed   Mentions: 4  Article has an altmetric score of 1   Fields: 

    NeoRadRad

  34. Deep nets vs expert designed features in medical physics: An IMRT QA case study. Med Phys. 2018 Jun; 45(6):2672-2680. Interian Y, Rideout V, Kearney VP, Gennatas E, Morin O, Cheung J, Solberg T, Valdes G. PMID: 29603278.

    View in: PubMed   Mentions: 11  Article has an altmetric score of 4   Fields: 

    BioPhyRadRad

       Translation:Humans

  35. Machine Learning in Radiation Oncology: Opportunities, Requirements, and Needs. Front Oncol. 2018; 8:110. Feng M, Valdes G, Dixit N, Solberg TD. PMID: 29719815; PMCID: PMC5913324.

    View in: PubMed   Mentions: 24  Article has an altmetric score of 7

  36. Comment on 'Deep convolutional neural network with transfer learning for rectum toxicity prediction in cervical cancer radiotherapy: a feasibility study'. Phys Med Biol. 2018 03 15; 63(6):068001. Valdes G, Interian Y. PMID: 29424369.

    View in: PubMed   Mentions: 5  Article has an altmetric score of 1   Fields: 

    BioDiaNucPhy

       Translation:Humans

  37. Salvage HDR Brachytherapy: Multiple Hypothesis Testing Versus Machine Learning Analysis. Int J Radiat Oncol Biol Phys. 2018 07 01; 101(3):694-703. Valdes G, Chang AJ, Interian Y, Owen K, Jensen ST, Ungar LH, Cunha A, Solberg TD, Hsu IC. PMID: 29709315.

    View in: PubMed   Mentions: 4  Article has an altmetric score of 1   Fields: 

    NeoRadRad

       Translation:Humans

  38. Correcting TG 119 confidence limits. Med Phys. 2018 Mar; 45(3):1001-1008. Kearney V, Solberg T, Jensen S, Cheung J, Chuang C, Valdes G. PMID: 29360150.

    View in: PubMed   Mentions: 2   Fields: 

    BioPhyRadRad

       Translation:Humans

  39. Clinical decision support of radiotherapy treatment planning: A data-driven machine learning strategy for patient-specific dosimetric decision making. Radiother Oncol. 2017 12; 125(3):392-397. Valdes G, Simone CB, Chen J, Lin A, Yom SS, Pattison AJ, Carpenter CM, Solberg TD. PMID: 29162279.

    View in: PubMed   Mentions: 25  Article has an altmetric score of 2   Fields: 

    NeoRad

       Translation:Humans

  40. IMRT QA using machine learning: A multi-institutional validation. J Appl Clin Med Phys. 2017 Sep; 18(5):279-284. Valdes G, Chan MF, Lim SB, Scheuermann R, Deasy JO, Solberg TD. PMID: 28815994; PMCID: PMC5874948.

    View in: PubMed   Mentions: 21  Article has an altmetric score of 4   Fields: 

    BioPhy

       Translation:Humans

  41. The relative accuracy of 4D dose accumulation for lung radiotherapy using rigid dose projection versus dose recalculation on every breathing phase. Med Phys. 2017 Mar; 44(3):1120-1127. Valdes G, Lee C, Tenn S, Lee P, Robinson C, Iwamoto K, Low D, Lamb JM. PMID: 28019649.

    View in: PubMed   Mentions: 4  Article has an altmetric score of 2   Fields: 

    BioPhyRadRad

       Translation:Humans

  42. MediBoost: a Patient Stratification Tool for Interpretable Decision Making in the Era of Precision Medicine. Sci Rep. 2016 11 30; 6:37854. Valdes G, Luna JM, Eaton E, Simone CB, Ungar LH, Solberg TD. PMID: 27901055; PMCID: PMC5129017.

    View in: PubMed   Mentions: 32  Article has an altmetric score of 5   Fields: 

    Sci

       Translation:Humans

  43. Using machine learning to predict radiation pneumonitis in patients with stage I non-small cell lung cancer treated with stereotactic body radiation therapy. Phys Med Biol. 2016 08 21; 61(16):6105-20. Valdes G, Solberg TD, Heskel M, Ungar L, Simone CB. PMID: 27461154; PMCID: PMC5491385.

    View in: PubMed   Mentions: 28   Fields: 

    BioDiaNucPhy

       Translation:Humans

  44. A mathematical framework for virtual IMRT QA using machine learning. Med Phys. 2016 Jul; 43(7):4323. Valdes G, Scheuermann R, Hung CY, Olszanski A, Bellerive M, Solberg TD. PMID: 27370147.

    View in: PubMed   Mentions: 30  Article has an altmetric score of 4   Fields: 

    BioPhyRadRad

       Translation:Humans

  45. Use of TrueBeam developer mode for imaging QA. J Appl Clin Med Phys. 2015 07 08; 16(4):322–333. Valdes G, Morin O, Valenciaga Y, Kirby N, Pouliot J, Chuang C. PMID: 26219002; PMCID: PMC5690025.

    View in: PubMed   Mentions: 10   Fields: 

    BioPhy

       Translation:Humans

  46. Tumor control probability and the utility of 4D vs 3D dose calculations for stereotactic body radiotherapy for lung cancer. Med Dosim. 2015; 40(1):64-9. Valdes G, Robinson C, Lee P, Morel D, Low D, Iwamoto KS, Lamb JM. PMID: 25542785.

    View in: PubMed   Fields: 

    Rad

       Translation:Humans

  47. Radiosensitization of gliomas by intracellular generation of 5-fluorouracil potentiates prodrug activator gene therapy with a retroviral replicating vector. Cancer Gene Ther. 2014 Oct; 21(10):405-410. Takahashi M, Valdes G, Hiraoka K, Inagaki A, Kamijima S, Micewicz E, Gruber HE, Robbins JM, Jolly DJ, McBride WH, Iwamoto KS, Kasahara N. PMID: 25301172; PMCID: PMC4246057.

    View in: PubMed   Mentions: 20  Article has an altmetric score of 13   Fields: 

    GenNeoThe

       Translation:HumansAnimalsCells

  48. The high-affinity maltose switch MBP317-347 has low affinity for glucose: implications for targeting tumors with metabolically directed enzyme prodrug therapy. Chem Biol Drug Des. 2014 Mar; 83(3):266-71. Valdes G, Schulte RW, Ostermeier M, Iwamoto KS. PMID: 24131788.

    View in: PubMed   Mentions: 2   Fields: 

    BioPha

       Translation:HumansCells

  49. Re-evaluation of cellular radiosensitization by 5-fluorouracil: high-dose, pulsed administration is effective and preferable to conventional low-dose, chronic administration. Int J Radiat Biol. 2013 Oct; 89(10):851-62. Valdes G, Iwamoto KS. PMID: 23607451.

    View in: PubMed   Mentions: 4  Article has an altmetric score of 1   Fields: 

    Rad

       Translation:HumansCells

  50. Effects of gamma radiation on phase behaviour and critical micelle concentration of Triton X-100 aqueous solutions. Journal of Colloid and Interface Science. 2007; 311:253:261. Valdés G, S. Rodríguez-Calvo, M. Rapado-Paneque, A. Pérez-Gramatges, F. A. Fernández, E. Frota, C. Ribeiro.