Corey Wells Arnold

Title(s)Professor, Radiological Sciences
SchoolMedicine
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    Other Positions
    Title(s)Professor, Pathology and Laboratory Medicine


    Collapse Research 
    Collapse Research Activities and Funding
    mHealth for Heart Failure: Predictive Models of Readmission Risk and Self-care Using Consumer Activity Trackers
    NIH R01HL141773Apr 5, 2019 - Feb 28, 2023
    Role: Principal Investigator
    Predicting the Presence of Clinically Significant Prostate Cancer using Multiparametric MRI and MR-US Fusion Biopsy
    NIH R21CA220352Jun 1, 2018 - May 31, 2021
    Role: Principal Investigator
    A Machine Learning Approach to Classifying Time Since Stroke using Medical Imaging
    NIH R01NS100806May 1, 2018 - Feb 28, 2023
    Role: Principal Investigator
    mHealth for Heart Failure: Predictive Models of Readmission Risk and Self-care Using Consumer Activity Trackers
    NIH R56HL135425Sep 2, 2017 - Aug 31, 2019
    Role: Principal Investigator
    A Topic Model and Visualization for Automatic Summarization of Patient Records
    NIH R21LM011937Sep 1, 2014 - Aug 31, 2017
    Role: Principal Investigator

    Collapse Bibliographic 
    Collapse Publications
    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Researchers can login to make corrections and additions, or contact us for help. to make corrections and additions.
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    Altmetrics Details PMC Citations indicate the number of times the publication was cited by articles in PubMed Central, and the Altmetric score represents citations in news articles and social media. (Note that publications are often cited in additional ways that are not shown here.) Fields are based on how the National Library of Medicine (NLM) classifies the publication's journal and might not represent the specific topic of the publication. Translation tags are based on the publication type and the MeSH terms NLM assigns to the publication. Some publications (especially newer ones and publications not in PubMed) might not yet be assigned Field or Translation tags.) Click a Field or Translation tag to filter the publications.
    1. Attention-Guided Discriminative Region Localization and Label Distribution Learning for Bone Age Assessment. IEEE J Biomed Health Inform. 2022 03; 26(3):1208-1218. Chen C, Chen Z, Jin X, Li L, Speier WF, Arnold C, Speier W, Arnold CW. PMID: 34232898.
      View in: PubMed   Mentions:    Fields:    
    2. Electronic Health Record-Integrated Tumor Board Application to Save Preparation Time and Reduce Errors. JCO Clin Cancer Inform. 2022 Jan; 6:e2100142. Nobori A, Jumniensuk C, Chen X, Enzmann D, Dry S, Nelson S, Arnold CW. PMID: 35025671.
      View in: PubMed   Mentions:
    3. PathAL: An Active Learning Framework for Histopathology Image Analysis. IEEE Trans Med Imaging. 2021 Dec 13; PP. Li W, Li J, Wang Z, Polson J, Sisk AE, Sajed DP, Speier W, Arnold CW. PMID: 34898432.
      View in: PubMed   Mentions:
    4. High resolution histopathology image generation and segmentation through adversarial training. Med Image Anal. 2022 01; 75:102251. Li W, Li J, Polson J, Wang Z, Speier W, Arnold C. PMID: 34814059.
      View in: PubMed   Mentions:
    5. A Semi-Supervised Learning Framework to Leverage Proxy Information for Stroke MRI Analysis. Annu Int Conf IEEE Eng Med Biol Soc. 2021 11; 2021:2258-2261. Polson J, Zhang H, Nael K, Salamon N, Yoo B, Kim N, Kang DW, Speier W, Arnold CW. PMID: 34891736.
      View in: PubMed   Mentions:
    6. Bidirectional Representation Learning From Transformers Using Multimodal Electronic Health Record Data to Predict Depression. IEEE J Biomed Health Inform. 2021 08; 25(8):3121-3129. Meng Y, Speier W, Ong MK, Arnold CW. PMID: 33661740; PMCID: PMC8606118.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    7. Harnessing clinical annotations to improve deep learning performance in prostate segmentation. PLoS One. 2021; 16(6):e0253829. Sarma KV, Raman AG, Dhinagar NJ, Priester AM, Harmon S, Sanford T, Mehralivand S, Turkbey B, Marks LS, Raman SS, Speier W, Arnold CW. PMID: 34170972; PMCID: PMC8232529.
      View in: PubMed   Mentions:    Fields:    
    8. Federated learning improves site performance in multicenter deep learning without data sharing. J Am Med Inform Assoc. 2021 06 12; 28(6):1259-1264. Sarma KV, Harmon S, Sanford T, Roth HR, Xu Z, Tetreault J, Xu D, Flores MG, Raman AG, Kulkarni R, Wood BJ, Choyke PL, Priester AM, Marks LS, Raman SS, Enzmann D, Turkbey B, Speier W, Arnold CW. PMID: 33537772; PMCID: PMC8200268.
      View in: PubMed   Mentions: 1     Fields:    
    9. Optimizing Spatial Biopsy Sampling for the Detection of Prostate Cancer. J Urol. 2021 09; 206(3):595-603. Raman AG, Sarma KV, Raman SS, Priester AM, Mirak SA, Riskin-Jones HH, Dhinagar N, Speier W, Felker E, Sisk AE, Lu D, Kinnaird A, Reiter RE, Marks LS, Arnold CW. PMID: 33908801; PMCID: PMC8903239.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    10. Intra-domain task-adaptive transfer learning to determine acute ischemic stroke onset time. Comput Med Imaging Graph. 2021 06; 90:101926. Zhang H, Polson JS, Nael K, Salamon N, Yoo B, El-Saden S, Scalzo F, Speier W, Arnold CW. PMID: 33934065.
      View in: PubMed   Mentions:    Fields:    
    11. HCET: Hierarchical Clinical Embedding With Topic Modeling on Electronic Health Records for Predicting Future Depression. IEEE J Biomed Health Inform. 2021 04; 25(4):1265-1272. Meng Y, Speier W, Ong M, Arnold CW. PMID: 32749975; PMCID: PMC8086808.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    12. Social media analytics of overactive bladder posts: what do patients know and want to know? Int Urogynecol J. 2021 Oct; 32(10):2729-2736. Gonzalez G, Vaculik K, Khalil C, Zektser Y, Arnold CW, Almario CV, Spiegel BMR, Anger JT. PMID: 33710426.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    13. A multi-resolution model for histopathology image classification and localization with multiple instance learning. Comput Biol Med. 2021 04; 131:104253. Li J, Li W, Sisk A, Ye H, Wallace WD, Speier W, Arnold CW. PMID: 33601084; PMCID: PMC7984430.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    14. Using Digital Ethnography to Understand the Experience of Women With Pelvic Organ Prolapse. Female Pelvic Med Reconstr Surg. 2021 02 01; 27(2):e363-e367. Gonzalez G, Vaculik K, Khalil C, Zektser Y, Arnold C, Almario CV, Spiegel BMR, Anger JT. PMID: 32910076.
      View in: PubMed   Mentions:    Fields:    
    15. Semi-automated PIRADS scoring via mpMRI analysis. J Med Imaging (Bellingham). 2020 Nov; 7(6):064501. Dhinagar NJ, Speier W, Sarma KV, Raman A, Kinnaird A, Raman SS, Marks LS, Arnold CW. PMID: 33392358; PMCID: PMC7769753.
      View in: PubMed   Mentions:
    16. Integrating remote monitoring into heart failure patients' care regimen: A pilot study. PLoS One. 2020; 15(11):e0242210. Sohn A, Speier W, Lan E, Aoki K, Fonarow GC, Ong MK, Arnold CW. PMID: 33211733; PMCID: PMC7676713.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    17. Biometric and Psychometric Remote Monitoring and Cardiovascular Risk Biomarkers in Ischemic Heart Disease. J Am Heart Assoc. 2020 09 15; 9(18):e016023. Shufelt CL, Kim A, Joung S, Barsky L, Arnold C, Cheng S, Dhawan S, Fuller G, Speier W, Lopez M, Mastali M, Mouapi K, van den Broek I, Wei J, Spiegel B, Van Eyk JE, Bairey-Merz CN. PMID: 32896202; PMCID: PMC7726999.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    18. Female Lower Urinary Tract Symptom Prevention and Treatment Strategies on Social Media: Mixed Correlation With Evidence. Urology. 2021 04; 150:139-145. Burton CS, Gonzalez G, Vaculik K, Khalil C, Zektser Y, Arnold C, Almario CV, Spiegel BMR, Anger JT. PMID: 32673678.
      View in: PubMed   Mentions:    Fields:    
    19. Toward heterogeneous information fusion: bipartite graph convolutional networks for in silico drug repurposing. Bioinformatics. 2020 07 01; 36(Suppl_1):i525-i533. Wang Z, Zhou M, Arnold C. PMID: 32657387; PMCID: PMC7355266.
      View in: PubMed   Mentions:
    20. Radiology's Information Architecture Could Migrate to One Emulating That of Smartphones. J Am Coll Radiol. 2020 Oct; 17(10):1299-1306. Enzmann DR, Arnold CW, Zaragoza E, Siegel E, Pfeffer MA. PMID: 32387372.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    21. An Electronic Form for Reporting Results of Targeted Prostate Biopsy: Urology Integrated Diagnostic Report (Uro-IDR). Urology. 2020 04; 138:188-193. Guorgui J, Kinnaird A, Jayadevan R, Priester AM, Arnold CW, Marks LS. PMID: 31978527; PMCID: PMC7141975.
      View in: PubMed   Mentions:    Fields:    
    22. Women's Experience with Stress Urinary Incontinence: Insights from Social Media Analytics. J Urol. 2020 05; 203(5):962-968. Gonzalez G, Vaculik K, Khalil C, Zektser Y, Arnold C, Almario CV, Spiegel BMR, Anger JT. PMID: 31855097.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    23. Assessment of Heart Failure Patients' Interest in Mobile Health Apps for Self-Care: Survey Study. JMIR Cardio. 2019 Oct 29; 3(2):e14332. Sohn A, Speier W, Lan E, Aoki K, Fonarow G, Ong M, Arnold C. PMID: 31758788; PMCID: PMC6851712.
      View in: PubMed   Mentions: 3  
    24. A protocol integrating remote patient monitoring patient reported outcomes and cardiovascular biomarkers. NPJ Digit Med. 2019; 2:84. Shufelt C, Dzubur E, Joung S, Fuller G, Mouapi KN, Van Den Broek I, Lopez M, Dhawan S, Arnold CW, Speier W, Mastali M, Fu Q, Van Eyk JE, Spiegel B, Merz CNB. PMID: 31508495; PMCID: PMC6722086.
      View in: PubMed   Mentions: 3  
    25. Estimating the Health-Related Quality of Life of Twitter Users Using Semantic Processing. Stud Health Technol Inform. 2019 Aug 21; 264:1065-1069. Sarma KV, Spiegel BMR, Reid MW, Chen S, Merchant RM, Seltzer E, Arnold CW. PMID: 31438088; PMCID: PMC8081585.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    26. A Machine Learning Approach to Classifying Self-Reported Health Status in a Cohort of Patients With Heart Disease Using Activity Tracker Data. IEEE J Biomed Health Inform. 2020 03; 24(3):878-884. Meng Y, Speier W, Shufelt C, Joung S, E Van Eyk J, Bairey Merz CN, Lopez M, Spiegel B, Arnold CW. PMID: 31199276; PMCID: PMC6904535.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    27. Predicting ischemic stroke tissue fate using a deep convolutional neural network on source magnetic resonance perfusion images. J Med Imaging (Bellingham). 2019 Apr; 6(2):026001. Ho KC, Scalzo F, Sarma KV, Speier W, El-Saden S, Arnold C. PMID: 31131293; PMCID: PMC6529818.
      View in: PubMed   Mentions: 3  
    28. A Machine Learning Approach for Classifying Ischemic Stroke Onset Time From Imaging. IEEE Trans Med Imaging. 2019 07; 38(7):1666-1676. Ho KC, Speier W, Zhang H, Scalzo F, El-Saden S, Arnold CW. PMID: 30802855; PMCID: PMC6661120.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    29. Patient Concerns and Perceptions Regarding Biologic Therapies in Ankylosing Spondylitis: Insights From a Large-Scale Survey of Social Media Platforms. Arthritis Care Res (Hoboken). 2019 02; 71(2):323-330. Dzubur E, Khalil C, Almario CV, Noah B, Minhas D, Ishimori M, Arnold C, Park Y, Kay J, Weisman MH, Spiegel BMR. PMID: 29781587; PMCID: PMC6946060.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    30. Path R-CNN for Prostate Cancer Diagnosis and Gleason Grading of Histological Images. IEEE Trans Med Imaging. 2019 04; 38(4):945-954. Li W, Li J, Sarma KV, Ho KC, Shen S, Knudsen BS, Gertych A, Arnold CW. PMID: 30334752; PMCID: PMC6497079.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    31. Evaluating utility and compliance in a patient-based eHealth study using continuous-time heart rate and activity trackers. J Am Med Inform Assoc. 2018 10 01; 25(10):1386-1391. Speier W, Dzubur E, Zide M, Shufelt C, Joung S, Van Eyk JE, Bairey Merz CN, Lopez M, Spiegel B, Arnold C. PMID: 29850807; PMCID: PMC6188512.
      View in: PubMed   Mentions: 11     Fields:    Translation:Humans
    32. An EM-based semi-supervised deep learning approach for semantic segmentation of histopathological images from radical prostatectomies. Comput Med Imaging Graph. 2018 11; 69:125-133. Li J, Speier W, Ho KC, Sarma KV, Gertych A, Knudsen BS, Arnold CW. PMID: 30243216; PMCID: PMC6173982.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    33. Classifying Acute Ischemic Stroke Onset Time using Deep Imaging Features. AMIA Annu Symp Proc. 2017; 2017:892-901. Ho KC, Speier W, El-Saden S, Arnold CW. PMID: 29854156; PMCID: PMC5977679.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    34. A Multi-scale U-Net for Semantic Segmentation of Histological Images from Radical Prostatectomies. AMIA Annu Symp Proc. 2017; 2017:1140-1148. Li J, Sarma KV, Chung Ho K, Gertych A, Knudsen BS, Arnold CW. PMID: 29854182; PMCID: PMC5977596.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    35. Improving P300 Spelling Rate using Language Models and Predictive Spelling. Brain Comput Interfaces (Abingdon). 2018; 5(1):13-22. Speier W, Arnold C, Chandravadia N, Roberts D, Pendekanti S, Pouratian N. PMID: 30560145; PMCID: PMC6294452.
      View in: PubMed   Mentions: 1  
    36. Consumers' Patient Portal Preferences and Health Literacy: A Survey Using Crowdsourcing. JMIR Res Protoc. 2016 Jun 08; 5(2):e104. Zide M, Caswell K, Peterson E, Aberle DR, Bui AA, Arnold CW. PMID: 27278634; PMCID: PMC4917738.
      View in: PubMed   Mentions: 7  
    37. Using phrases and document metadata to improve topic modeling of clinical reports. J Biomed Inform. 2016 06; 61:260-6. Speier W, Ong MK, Arnold CW. PMID: 27109931; PMCID: PMC4902330.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    38. A data-driven approach for quality assessment of radiologic interpretations. J Am Med Inform Assoc. 2016 Apr; 23(e1):e152-6. Hsu W, Han SX, Arnold CW, Bui AA, Enzmann DR. PMID: 26606938; PMCID: PMC4954616.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    39. Evaluating topic model interpretability from a primary care physician perspective. Comput Methods Programs Biomed. 2016 Feb; 124:67-75. Arnold CW, Oh A, Chen S, Speier W. PMID: 26614020; PMCID: PMC4724339.
      View in: PubMed   Mentions: 10     Fields:    Translation:Humans
    40. RadPath: A Web-based System for Integrating and Correlating Radiology and Pathology Findings During Cancer Diagnosis. Acad Radiol. 2016 Jan; 23(1):90-100. Arnold CW, Wallace WD, Chen S, Oh A, Abtin F, Genshaft S, Binder S, Aberle D, Enzmann D. PMID: 26521686.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    41. Balancing opioid-induced gastrointestinal side effects with pain management: Insights from the online community. J Opioid Manag. 2015 Sep-Oct; 11(5):383-91. Whitman CB, Reid MW, Arnold C, Patel H, Ursos L, Sa'adon R, Pourmorady J, Spiegel BM. PMID: 26535966.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    42. Patient Portal Preferences: Perspectives on Imaging Information. J Assoc Inf Sci Technol. 2015 Aug 01; 66(8):1606-1615. McNamara M, Arnold C, Sarma K, Aberle D, Garon E, Bui AA. PMID: 26191535; PMCID: PMC4504683.
      View in: PubMed   Mentions: 8  
    43. Imaging-histologic discordance at percutaneous biopsy of the lung. Acad Radiol. 2015 Apr; 22(4):481-7. Oh AS, Arnold CW, Vangala S, Wallace WD, Genshaft SJ, Sarma K, Aberle DR. PMID: 25601302.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    44. Predicting discharge mortality after acute ischemic stroke using balanced data. AMIA Annu Symp Proc. 2014; 2014:1787-96. Ho KC, Speier W, El-Saden S, Liebeskind DS, Saver JL, Bui AA, Arnold CW. PMID: 25954451; PMCID: PMC4419881.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    45. Data model for personalized patient health guidelines: an exploratory study. AMIA Annu Symp Proc. 2014; 2014:1835-44. McNamara M, Sarma K, Aberle DR, Bui AA, Arnold C. PMID: 25954456; PMCID: PMC4419921.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    46. Integrating language information with a hidden Markov model to improve communication rate in the P300 speller. IEEE Trans Neural Syst Rehabil Eng. 2014 May; 22(3):678-84. Speier W, Arnold C, Lu J, Deshpande A, Pouratian N. PMID: 24760927; PMCID: PMC4205234.
      View in: PubMed   Mentions: 15     Fields:    Translation:Humans
    47. Evaluating true BCI communication rate through mutual information and language models. PLoS One. 2013; 8(10):e78432. Speier W, Arnold C, Pouratian N. PMID: 24167623; PMCID: PMC3805537.
      View in: PubMed   Mentions: 10     Fields:    Translation:Humans
    48. Imaging-based observational databases for clinical problem solving: the role of informatics. J Am Med Inform Assoc. 2013 Nov-Dec; 20(6):1053-8. Bui AA, Hsu W, Arnold C, El-Saden S, Aberle DR, Taira RK. PMID: 23775172; PMCID: PMC3822107.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    49. Imaging informatics for consumer health: towards a radiology patient portal. J Am Med Inform Assoc. 2013 Nov-Dec; 20(6):1028-36. Arnold CW, McNamara M, El-Saden S, Chen S, Taira RK, Bui AA. PMID: 23739614; PMCID: PMC3822110.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    50. Unifying acute stroke treatment guidelines for a Bayesian belief network. Stud Health Technol Inform. 2013; 192:1012. Love A, Arnold CW, El-Saden S, Liebeskind DS, Andrada L, Saver J, Bui AA. PMID: 23920786.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    51. Hierarchical semantic structures for medical NLP. Stud Health Technol Inform. 2013; 192:1194. Taira RK, Arnold CW. PMID: 23920968.
      View in: PubMed   Mentions:    Fields:    
    52. Integrating UIMA annotators in a web-based text processing framework. Stud Health Technol Inform. 2013; 192:1191. Chen X, Arnold CW. PMID: 23920965.
      View in: PubMed   Mentions:    Fields:    
    53. BabySTEPS: a sugar tracking electronic portal system for gestational diabetes. Stud Health Technol Inform. 2013; 192:1123. Arnold CW, Nguyen T, Janzen C. PMID: 23920897.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    54. Natural language processing with dynamic classification improves P300 speller accuracy and bit rate. J Neural Eng. 2012 Feb; 9(1):016004. Speier W, Arnold C, Lu J, Taira RK, Pouratian N. PMID: 22156110; PMCID: PMC3360927.
      View in: PubMed   Mentions: 18     Fields:    Translation:Humans
    55. Wireless data collection of self-administered surveys using tablet computers. AMIA Annu Symp Proc. 2011; 2011:1261-9. Singleton KW, Lan M, Arnold C, Vahidi M, Arangua L, Gelberg L, Bui AA. PMID: 22195187; PMCID: PMC3243243.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    56. Robust skull stripping of clinical glioblastoma multiforme data. Med Image Comput Comput Assist Interv. 2011; 14(Pt 3):659-66. Speier W, Iglesias JE, El-Kara L, Tu Z, Arnold C. PMID: 22003756.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    57. Clinical Case-based Retrieval Using Latent Topic Analysis. AMIA Annu Symp Proc. 2010 Nov 13; 2010:26-30. Arnold CW, El-Saden SM, Bui AA, Taira R. PMID: 21346934; PMCID: PMC3041464.
      View in: PubMed   Mentions: 18     Fields:    
    58. A Neuro-Oncology Workstation for Structuring, Modeling, and Visualizing Patient Records. IHI. 2010 Nov; 2010:837-840. Hsu W, Arnold CW, Taira RK. PMID: 27583308; PMCID: PMC5003527.
      View in: PubMed   Mentions: 2  
    59. Informatics in radiology: A prototype Web-based reporting system for onsite-offsite clinician communication. Radiographics. 2007 Jul-Aug; 27(4):1201-11. Arnold CW, Bui AA, Morioka C, El-Saden S, Kangarloo H. PMID: 17620477.
      View in: PubMed   Mentions: 6     Fields:    
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