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Inconsistency in the use of the term “validation” in studies reporting the performance of deep learning algorithms in providing diagnosis from medical imaging
Kim, Dong Wook, Jang, Hye Young, Ko, Yousun, Son, Jung Hee, Kim, Pyeong Hwa, Kim, Seon-Ok, Lim, Joon Seo, Park, Seong Ho
Published in PLOS ONE (11.09.2020)
Published in PLOS ONE (11.09.2020)
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Journal Article
Machine learning algorithm validation with a limited sample size
Vabalas, Andrius, Gowen, Emma, Poliakoff, Ellen, Casson, Alexander J.
Published in PloS one (07.11.2019)
Published in PloS one (07.11.2019)
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Journal Article
A machine learning algorithm to increase COVID-19 inpatient diagnostic capacity
Goodman-Meza, David, Rudas, Akos, Chiang, Jeffrey N., Adamson, Paul C., Ebinger, Joseph, Sun, Nancy, Botting, Patrick, Fulcher, Jennifer A., Saab, Faysal G., Brook, Rachel, Eskin, Eleazar, An, Ulzee, Kordi, Misagh, Jew, Brandon, Balliu, Brunilda, Chen, Zeyuan, Hill, Brian L., Rahmani, Elior, Halperin, Eran, Manuel, Vladimir
Published in PloS one (22.09.2020)
Published in PloS one (22.09.2020)
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Journal Article
Deep-learning algorithms for the interpretation of chest radiographs to aid in the triage of COVID-19 patients: A multicenter retrospective study
Jang, Se Bum, Lee, Suk Hee, Lee, Dong Eun, Park, Sin-Youl, Kim, Jong Kun, Cho, Jae Wan, Cho, Jaekyung, Kim, Ki Beom, Park, Byunggeon, Park, Jongmin, Lim, Jae-Kwang
Published in PloS one (24.11.2020)
Published in PloS one (24.11.2020)
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Journal Article
Evaluation of machine learning algorithms and structural features for optimal MRI-based diagnostic prediction in psychosis
Salvador, Raymond, Radua, Joaquim, Canales-Rodríguez, Erick J., Solanes, Aleix, Sarró, Salvador, Goikolea, José M., Valiente, Alicia, Monté, Gemma C., Natividad, María del Carmen, Guerrero-Pedraza, Amalia, Moro, Noemí, Fernández-Corcuera, Paloma, Amann, Benedikt L., Maristany, Teresa, Vieta, Eduard, McKenna, Peter J., Pomarol-Clotet, Edith
Published in PloS one (20.04.2017)
Published in PloS one (20.04.2017)
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Journal Article
Using machine learning algorithms to review computed tomography scans and assess risk for cardiovascular disease: Retrospective analysis from the National Lung Screening Trial (NLST)
Stemmer, Amos, Shadmi, Ran, Bregman-Amitai, Orna, Chettrit, David, Blagev, Denitza, Orlovsky, Mila, Deutsch, Lisa, Elnekave, Eldad
Published in PloS one (03.08.2020)
Published in PloS one (03.08.2020)
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Journal Article
A prospective multicenter validation study of a machine learning algorithm classifier on quantitative electroencephalogram for differentiating between dementia with Lewy bodies and Alzheimer’s dementia
Suzuki, Yukiko, Suzuki, Maki, Shigenobu, Kazue, Shinosaki, Kazuhiro, Aoki, Yasunori, Kikuchi, Hirokazu, Baba, Toru, Hashimoto, Mamoru, Araki, Toshihiko, Johnsen, Kristinn, Ikeda, Manabu, Mori, Etsuro
Published in PloS one (31.03.2022)
Published in PloS one (31.03.2022)
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Journal Article
Estimation of foveal avascular zone area from a B-scan OCT image using machine learning algorithms
Toyama, Taku, Maruko, Ichiro, Zhou, Han Peng, Ikeda, Miki, Hasegawa, Taiji, Iida, Tomohiro, Aihara, Makoto, Ueta, Takashi
Published in PloS one (16.12.2024)
Published in PloS one (16.12.2024)
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Journal Article
Deep learning algorithm in detecting intracranial hemorrhages on emergency computed tomographies
Kundisch, Almut, Hönning, Alexander, Mutze, Sven, Kreissl, Lutz, Spohn, Frederik, Lemcke, Johannes, Sitz, Maximilian, Sparenberg, Paul, Goelz, Leonie
Published in PloS one (29.11.2021)
Published in PloS one (29.11.2021)
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Journal Article
Performance analysis of machine learning algorithms and screening formulae for β–thalassemia trait screening of Indian antenatal women
Das, Reena, Saleh, Sarkaft, Nielsen, Izabela, Kaviraj, Anilava, Sharma, Prashant, Dey, Kartick, Saha, Subrata
Published in International journal of medical informatics (Shannon, Ireland) (01.11.2022)
Published in International journal of medical informatics (Shannon, Ireland) (01.11.2022)
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Journal Article
Incorporating algorithmic uncertainty into a clinical machine deep learning algorithm for urgent head CTs
Yoon, Byung C., Pomerantz, Stuart R., Mercaldo, Nathaniel D., Goyal, Swati, L’Italien, Eric M., Lev, Michael H., Buch, Karen A., Buchbinder, Bradley R., Chen, John W., Conklin, John, Gupta, Rajiv, Hunter, George J., Kamalian, Shahmir C., Kelly, Hillary R., Rapalino, Otto, Rincon, Sandra P., Romero, Javier M., He, Julian, Schaefer, Pamela W., Do, Synho, González, Ramon Gilberto
Published in PloS one (13.03.2023)
Published in PloS one (13.03.2023)
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Journal Article
Optical coherence tomography for identification of malignant pulmonary nodules based on random forest machine learning algorithm
Ding, Ming, Pan, Shi-yu, Huang, Jing, Yuan, Cheng, Zhang, Qiang, Zhu, Xiao-li, Cai, Yan
Published in PloS one (31.12.2021)
Published in PloS one (31.12.2021)
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Journal Article