Ansh Roge, Patrick Ting, Andrew Chern, William Ting
Background: Skin lesion classification through dermatoscopic images is the most common method for non-invasive diagnostics of dermatologic conditions. Feature extraction through deep learning (DL) based convolutional neural networks (CNNs) provides insight into differential attributes of skin lesions that may pertain to its malignancy. In this study, we sought to improve the performance of standard CNN architectures in skin lesion classification by providing a machine learning (ML)-derived risk score from patient demographic data.
{"title":"Deep ensemble learning using a demographic machine learning risk stratifier for binary classification of skin lesions using dermatoscopic images","authors":"Ansh Roge, Patrick Ting, Andrew Chern, William Ting","doi":"10.21037/jmai-23-38","DOIUrl":"https://doi.org/10.21037/jmai-23-38","url":null,"abstract":"Background: Skin lesion classification through dermatoscopic images is the most common method for non-invasive diagnostics of dermatologic conditions. Feature extraction through deep learning (DL) based convolutional neural networks (CNNs) provides insight into differential attributes of skin lesions that may pertain to its malignancy. In this study, we sought to improve the performance of standard CNN architectures in skin lesion classification by providing a machine learning (ML)-derived risk score from patient demographic data.","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135427672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ethan Waisberg, Joshua Ong, S. Kamran, M. Masalkhi, Nasif Zaman, Prithul Sarker, Andrew Lee, A. Tavakkoli
{"title":"Bridging artificial intelligence in medicine with generative pre-trained transformer (GPT) technology","authors":"Ethan Waisberg, Joshua Ong, S. Kamran, M. Masalkhi, Nasif Zaman, Prithul Sarker, Andrew Lee, A. Tavakkoli","doi":"10.21037/jmai-23-36","DOIUrl":"https://doi.org/10.21037/jmai-23-36","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43759349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Comparison of predicted survival curves and personalized prognosis among cox regression and machine learning approaches in glioblastoma","authors":"Thara Tunthanathip, T. Oearsakul","doi":"10.21037/jmai-22-98","DOIUrl":"https://doi.org/10.21037/jmai-22-98","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48535377","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
B. Baugh, B. Tullis, A. Asare, M. Zouache, Brian C. Stagg
{"title":"Ensuring that glaucoma clinical decision support meets the needs of providers and patients","authors":"B. Baugh, B. Tullis, A. Asare, M. Zouache, Brian C. Stagg","doi":"10.21037/jmai-23-33","DOIUrl":"https://doi.org/10.21037/jmai-23-33","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46562041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Actions are needed to develop artificial intelligence for glaucoma diagnosis and treatment","authors":"T. Yoo","doi":"10.21037/jmai-23-37","DOIUrl":"https://doi.org/10.21037/jmai-23-37","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68339337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
H. D. J. Hogg, M. Sendak, A. Denniston, P. Keane, G. Maniatopoulos
{"title":"Unlocking the potential of qualitative research for the implementation of artificial intelligence-enabled healthcare","authors":"H. D. J. Hogg, M. Sendak, A. Denniston, P. Keane, G. Maniatopoulos","doi":"10.21037/jmai-23-28","DOIUrl":"https://doi.org/10.21037/jmai-23-28","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43637064","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
M. Cascella, J. Montomoli, Valentina Bellini, A. Ottaiano, M. Santorsola, Francesco Perri, Francesco Sabbatino, Alessandro Vittori, E. Bignami
{"title":"Writing the paper “Unveiling artificial intelligence: an insight into ethics and applications in anesthesia” implementing the large language model ChatGPT: a qualitative study","authors":"M. Cascella, J. Montomoli, Valentina Bellini, A. Ottaiano, M. Santorsola, Francesco Perri, Francesco Sabbatino, Alessandro Vittori, E. Bignami","doi":"10.21037/jmai-23-13","DOIUrl":"https://doi.org/10.21037/jmai-23-13","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45353894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
K. Golestan, Catriona A. Syme, A. Bilbily, S. Zuberi, M. Volkovs, T. Poutanen, Mark D Cicero
{"title":"Approximating femoral neck bone mineral density from hand, knee, and pelvis X-rays using deep learning","authors":"K. Golestan, Catriona A. Syme, A. Bilbily, S. Zuberi, M. Volkovs, T. Poutanen, Mark D Cicero","doi":"10.21037/jmai-23-10","DOIUrl":"https://doi.org/10.21037/jmai-23-10","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46284741","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Alex R Ghorishi, Feyikemi Ogunfuwa, Tarek M. Ghaddar, Maya N. Kandah, Blake W. Smith, Quan Ta, Amaris Alayon, Per K. Amundson
{"title":"Narrative review of open source, proprietary, and experimental artificial intelligence algorithms in radiology","authors":"Alex R Ghorishi, Feyikemi Ogunfuwa, Tarek M. Ghaddar, Maya N. Kandah, Blake W. Smith, Quan Ta, Amaris Alayon, Per K. Amundson","doi":"10.21037/jmai-22-89","DOIUrl":"https://doi.org/10.21037/jmai-22-89","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44544823","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Panteleimon Pantelidis, M. Bampa, E. Oikonomou, P. Papapetrou
{"title":"Machine learning models for automated interpretation of 12-lead electrocardiographic signals: a narrative review of techniques, challenges, achievements and clinical relevance","authors":"Panteleimon Pantelidis, M. Bampa, E. Oikonomou, P. Papapetrou","doi":"10.21037/jmai-22-94","DOIUrl":"https://doi.org/10.21037/jmai-22-94","url":null,"abstract":"","PeriodicalId":73815,"journal":{"name":"Journal of medical artificial intelligence","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43532853","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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