John Campbell

Assistant Professor

  • 1003 Citations
  • 17 h-Index
20052019
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Research Output 2005 2019

2019

Accelerated experimental design for pairwise comparisons

Guo, Y., Dy, J., Erdogmus, D., Kalpathy-Cramer, J., Ostmo, S., Campbell, J., Chiang, M. & Ioannidis, S., Jan 1 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 432-440 9 p. (SIAM International Conference on Data Mining, SDM 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Design of experiments
Labels
Geometry

Aggressive posterior retinopathy of prematurity in two cohorts of patients in South India: implications for primary, secondary, and tertiary prevention

Shah, P. K., Subramanian, P., Venkatapathy, N., Chan, R. V. P., Chiang, M. F. & Campbell, J. P., Jan 1 2019, (Accepted/In press) In : Journal of AAPOS.

Research output: Contribution to journalArticle

Tertiary Prevention
Retinopathy of Prematurity
Primary Prevention
Secondary Prevention
Endothelial Growth Factors
3 Citations (Scopus)

A Quantitative Severity Scale for Retinopathy of Prematurity Using Deep Learning to Monitor Disease Regression after Treatment

Gupta, K., Campbell, J., Taylor, S., Brown, J. M., Ostmo, S., Chan, R. V. P., Dy, J., Erdogmus, D., Ioannidis, S., Kalpathy-Cramer, J., Kim, S. J. & Chiang, M., Jan 1 2019, In : JAMA ophthalmology.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Learning
Blood Vessels
Therapeutics
Treatment Failure

A severity score for retinopathy of prematurity

Tian, P., Ostmo, S., Guo, Y., Campbell, J., Kalpathy-Cramer, J., Chiang, M., Dy, J., Erdogmus, D. & Ioannidis, S., Jul 25 2019, KDD 2019 - Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1809-1819 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
1 Citation (Scopus)

Classification and comparison via neural networks

Yıldız, İ., Tian, P., Dy, J., Erdoğmuş, D., Brown, J., Kalpathy-Cramer, J., Ostmo, S., Campbell, J., Chiang, M. & Ioannidis, S., Oct 1 2019, In : Neural Networks. 118, p. 65-80 16 p.

Research output: Contribution to journalArticle

Area Under Curve
Labels
Neural networks
Learning
Network architecture

Culture-proven endophthalmitis after intravitreal injection: A 10-year analysis

Simonett, J. M., Igelman, A., Taylor, S. C., Campbell, J., Hwang, T., Lin, P., Lauer, A. A. & Flaxel, C., Jan 1 2019, In : Ophthalmic Surgery Lasers and Imaging Retina. 50, 1, p. 33-38 6 p.

Research output: Contribution to journalArticle

Intravitreal Injections
Endophthalmitis
antineoplaston A10
Northwestern United States
Geographic Locations

Demystifying the Jargon: The Bridge between Ophthalmology and Artificial Intelligence

Coyner, A. S., Campbell, J. & Chiang, M., Apr 1 2019, In : Ophthalmology Retina. 3, 4, p. 291-293 3 p.

Research output: Contribution to journalEditorial

Artificial Intelligence
Ophthalmology

Early Diagnosis and Management of Aggressive Posterior Vitreoretinopathy Presenting in Premature Neonates

Gupta, M. P., Yonekawa, Y., Campbell, J., Rusu, I., Zahid, S., Patel, S. N., Chau, F., Jonas, K. E., Oltra, E., Orlin, A., Chang, J., Horowitz, J., Abramson, D. H., Marr, B., Capone, A. & Paul Chan, R. V., Apr 1 2019, In : Ophthalmic surgery, lasers & imaging retina. 50, 4, p. 201-207 7 p.

Research output: Contribution to journalArticle

Retinal Detachment
Retina
Early Diagnosis
Lasers
Newborn Infant
1 Citation (Scopus)

Imaging in retinopathy of prematurity

Valikodath, N., Cole, E., Chiang, M., Campbell, J. & Chan, R. V. P., Mar 1 2019, In : Asia-Pacific Journal of Ophthalmology. 8, 2, p. 178-186 9 p.

Research output: Contribution to journalReview article

Retinopathy of Prematurity
Optical Coherence Tomography
Mydriatics
Ophthalmoscopy
Telemedicine

Improved interpretability for computer-aided severity assessment of retinopathy of prematurity

Graziani, M., Brown, J. M., Andrearczyk, V., Yildiz, V., Campbell, J., Erdogmus, D., Ioannidis, S., Chiang, M., Kalpathy-Cramer, J. & Müller, H., Jan 1 2019, Medical Imaging 2019: Computer-Aided Diagnosis. Mori, K. & Hahn, H. K. (eds.). SPIE, 109501R. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10950).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Retinopathy of Prematurity
Computer aided diagnosis
learning
curvature
Learning
3 Citations (Scopus)

Monitoring Disease Progression with a Quantitative Severity Scale for Retinopathy of Prematurity Using Deep Learning

Taylor, S., Brown, J. M., Gupta, K., Campbell, J., Ostmo, S., Chan, R. V. P., Dy, J., Erdogmus, D., Ioannidis, S., Kim, S. J., Kalpathy-Cramer, J. & Chiang, M., Jan 1 2019, In : JAMA ophthalmology.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Disease Progression
Learning
Blood Vessels
Premature Infants

Retinopathy of prematurity in Africa: a systematic review

Wang, D., Duke, R., Chan, R. P. & Campbell, J., Jan 1 2019, In : Ophthalmic Epidemiology.

Research output: Contribution to journalReview article

Retinopathy of Prematurity
Kenya
Blindness
Primary Prevention
Secondary Prevention
2018
6 Citations (Scopus)

Accuracy and reliability of eye-based vs quadrant-based diagnosis of plus disease in retinopathy of prematurity

Imaging and Informatics in Retinopathy of Prematurity (i-ROP) Research Consortium, Jun 1 2018, In : JAMA Ophthalmology. 136, 6, p. 648-655 8 p.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Premature Infants
3 Citations (Scopus)

Anti-vascular endothelial growth factor and the evolving management paradigm for retinopathy of prematurity

Darwish, D., Chee, R. I., Patel, S. N., Jonas, K., Ostmo, S., Campbell, J., Chiang, M. & Chan, R. V. P., May 1 2018, In : Asia-Pacific Journal of Ophthalmology. 7, 3, p. 136-144 9 p.

Research output: Contribution to journalReview article

Retinopathy of Prematurity
Vascular Endothelial Growth Factor A
Retinal Diseases
Pediatrics
Telemedicine
39 Citations (Scopus)

Artificial intelligence and deep learning in ophthalmology

Ting, D. S. W., Pasquale, L. R., Peng, L., Campbell, J., Lee, A. Y., Raman, R., Tan, G. S. W., Schmetterer, L., Keane, P. A. & Wong, T. Y., Jan 1 2018, (Accepted/In press) In : British Journal of Ophthalmology.

Research output: Contribution to journalArticle

Artificial Intelligence
Ophthalmology
Learning
Natural Language Processing
Retinopathy of Prematurity
53 Citations (Scopus)

Automated diagnosis of plus disease in retinopathy of prematurity using deep convolutional neural networks

Brown, J. M., Campbell, J., Beers, A., Chang, K., Ostmo, S., Chan, R. V. P., Dy, J., Erdogmus, D., Ioannidis, S., Kalpathy-Cramer, J. & Chiang, M., Jul 1 2018, In : JAMA Ophthalmology. 136, 7, p. 803-810 8 p.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Learning
ROC Curve
Retinal Diseases
Retinal Vessels
5 Citations (Scopus)
Choroidal Neovascularization
Angiography
Blood Vessels
Fluorescein Angiography
Artifacts
4 Citations (Scopus)
Macular Edema
Vascular Endothelial Growth Factor A
Randomized Controlled Trials
Injections
Appointments and Schedules
2 Citations (Scopus)

Deep Learning for Image Quality Assessment of Fundus Images in Retinopathy of Prematurity

Coyner, A. S., Swan, R., Brown, J. M., Kalpathy-Cramer, J., Kim, S. J., Campbell, J., Jonas, K. E., Ostmo, S., Chan, R. V. P. & Chiang, M., Jan 1 2018, In : AMIA ... Annual Symposium proceedings. AMIA Symposium. 2018, p. 1224-1232 9 p.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Learning
Telemedicine
Aptitude
Eye Diseases
14 Citations (Scopus)

Diagnostic accuracy of ophthalmoscopy vs telemedicine in examinations for retinopathy of prematurity

for the Imaging & Informatics in Retinopathy of Prematurity (ROP) Research Consortium, May 1 2018, In : JAMA Ophthalmology. 136, 5, p. 498-504 7 p.

Research output: Contribution to journalArticle

Ophthalmoscopy
Retinopathy of Prematurity
Telemedicine
Neonatal Intensive Care Units
Ophthalmology
9 Citations (Scopus)

Evaluation of a deep learning image assessment system for detecting severe retinopathy of prematurity

Redd, T. K., Campbell, J., Brown, J. M., Kim, S. J., Ostmo, S., Chan, R. V. P., Dy, J., Erdogmus, D., Ioannidis, S., Kalpathy-Cramer, J. & Chiang, M., Jan 1 2018, (Accepted/In press) In : British Journal of Ophthalmology.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Learning
Blood Vessels
Retinal Vessels
Aptitude
3 Citations (Scopus)

Experimental design under the Bradley-Terry model

Guo, Y., Tian, P., Kalpathy-Cramer, J., Ostmo, S., Campbell, J., Chiang, M., Erdogmu ş, D., Dy, J. & Ioannidis, S., Jan 1 2018, Proceedings of the 27th International Joint Conference on Artificial Intelligence, IJCAI 2018. Lang, J. (ed.). International Joint Conferences on Artificial Intelligence, Vol. 2018-July. p. 2198-2204 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Design of experiments
Labels
2 Citations (Scopus)

Fully automated disease severity assessment and treatment monitoring in retinopathy of prematurity using deep learning

Brown, J. M., Campbell, J., Beers, A., Chang, K., Donohue, K., Ostmo, S., Chan, R. V. P., Dy, J., Erdogmus, D., Ioannidis, S., Chiang, M. & Kalpathy-Cramer, J., Jan 1 2018, Medical Imaging 2018: Imaging Informatics for Healthcare, Research, and Applications. SPIE, Vol. 10579. 105790Q

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Retinopathy of Prematurity
learning
Learning
Monitoring
Infant, Premature, Diseases

Harnessing the power of digital technology for rop care in developing nations

Chee, R., Campbell, J. & Chan, R. V. P., Jul 1 2018, In : Retina Today. 2018, July-August, p. 46-48 3 p.

Research output: Contribution to journalComment/debate

Developing Countries
Technology

Is This the Right Reference Standard Diagnosis for Retinopathy of Prematurity? - Reply

Redd, T. K., Campbell, J. & Chiang, M., Jan 1 2018, (Accepted/In press) In : JAMA Ophthalmology.

Research output: Contribution to journalArticle

Retinopathy of Prematurity

Ophthalmic imaging in children: current practice patterns and perceived barriers

Loh, A., Edmunds, L. B., Campbell, J., Reznick, L., Reiser, B. J., Huang, D. & Chiang, M., Jan 1 2018, (Accepted/In press) In : Journal of AAPOS.

Research output: Contribution to journalArticle

Pediatrics
Technology
Ophthalmologists
1 Citation (Scopus)
Incontinentia Pigmenti
Optical Coherence Tomography
Angiography
Retinal Neovascularization
Retinal Vessels
1 Citation (Scopus)

Plus disease in retinopathy of prematurity: More than meets the ICROP?

Ghergherehchi, L., Kim, S. J., Campbell, J., Ostmo, S., Chan, R. V. P. & Chiang, M., May 1 2018, In : Asia-Pacific Journal of Ophthalmology. 7, 3, p. 152-155 4 p.

Research output: Contribution to journalReview article

Retinopathy of Prematurity
Dilatation
Retinal Diseases
Retinal Vessels
Blindness
22 Citations (Scopus)

Retinopathy of prematurity: a review of risk factors and their clinical significance

Kim, S. J., Port, A. D., Swan, R., Campbell, J., Chan, R. V. P. & Chiang, M., Jan 1 2018, (Accepted/In press) In : Survey of Ophthalmology.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Retinal Diseases
Guidelines
Retinal Vessels
Blindness

The genetics of retinopathy of prematurity: a model for neovascular retinal disease

Imaging and Informatics in ROP Research Consortium, Sep 1 2018, In : Ophthalmology. Retina. 2, 9, p. 949-962 14 p.

Research output: Contribution to journalArticle

Retinal Diseases
Retinopathy of Prematurity
Retinal Vessels
Vascular Diseases
Premature Infants
1 Citation (Scopus)

Why do we still rely on ophthalmoscopy to diagnose retinopathy of prematurity?

Campbell, J., Jul 1 2018, In : JAMA Ophthalmology. 136, 7, p. 759-760 2 p.

Research output: Contribution to journalComment/debate

Ophthalmoscopy
Retinopathy of Prematurity
2017

Changes in relative position of choroidal versus retinal vessels in preterm infants

Imaging and Informatics in Retinopathy of Prematurity (i-ROP) Research Consortium, Dec 1 2017, In : Investigative Ophthalmology and Visual Science. 58, 14, p. 6334-6341 8 p.

Research output: Contribution to journalArticle

Retinal Vessels
Retinopathy of Prematurity
Premature Infants
Regression Analysis
Optic Disk
148 Citations (Scopus)
Optical Coherence Tomography
Blood Vessels
Retina
Anatomy
Angiography
12 Citations (Scopus)

Handheld optical coherence tomography angiography

Yang, J., Liu, L., Campbell, J., Huang, D. & Liu, G., Apr 1 2017, In : Biomedical Optics Express. 8, 4, p. 2287-2300 14 p., #282470.

Research output: Contribution to journalArticle

angiography
Optical Coherence Tomography
Angiography
tomography
pixels
20 Citations (Scopus)

Handheld optical coherence tomography angiography and ultra-wide-field optical coherence tomography in retinopathy of prematurity

Campbell, J., Nudleman, E., Yang, J., Tan, O., Chan, R. V. P., Chiang, M., Huang, D. & Liu, G., Sep 1 2017, In : JAMA Ophthalmology. 135, 9, p. 977-981 5 p.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Optical Coherence Tomography
Angiography
Newborn Infant
Equipment and Supplies
3 Citations (Scopus)

Plus Disease in Retinopathy of Prematurity: Diagnostic Trends in 2016 Versus 2007

Moleta, C., Campbell, J., Kalpathy-Cramer, J., Chan, R. V. P., Ostmo, S., Jonas, K., Chiang, M., Chiang, M. F., Ostmo, S., Sonmez, M. K., Campbell, J. P., Chan, R. V. P., Jonas, K., Horowitz, J., Coki, O., Eccles, C. A., Sarna, L., Berrocal, A., Negron, C., Denser, K. & 28 others, Cumming, K., Osentoski, T., Check, T., Zajechowski, M., Lee, T., Kruger, E., McGovern, K., Simmons, C., Murthy, R., Galvis, S., Rotter, J., Chen, I., Li, X., Taylor, K., Roll, K., Kalpathy-Cramer, J., Erdogmus, D., Ioannidis, S., Martinez-Castellanos, M. A., Salinas-Longoria, S., Romero, R., Arriola, A., Olguin-Manriquez, F., Meraz-Gutierrez, M., Dulanto-Reinoso, C. M., Montero-Mendoza, C., Imaging & Informatics in ROP Research Consortium, . I. I. ROP. R. C. & Imaging & Informatics in ROP Research Consortium, . I. I. ROP. R. C., Apr 1 2017, In : American Journal of Ophthalmology. 176, p. 70-76 7 p.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Patient Care
Teaching
Databases
Research

Reply

Campbell, J., Ryan, M. C., Chan, R. V. P. & Chiang, M., May 1 2017, In : Ophthalmology. 124, 5, p. e46-e47

Research output: Contribution to journalLetter

3 Citations (Scopus)

The Impact and Implication of Peripheral Vascular Leakage on Ultra-Widefield Fluorescein Angiography in Uveitis

Thomas, A. S., Redd, T., Campbell, J., Palejwala, N., Baynham, J. T., Suhler, E., Rosenbaum, J. J. & Lin, P., Oct 16 2017, (Accepted/In press) In : Ocular Immunology and Inflammation. p. 1-7 7 p.

Research output: Contribution to journalArticle

Fluorescein Angiography
Uveitis
Blood Vessels
Macular Edema
Visual Acuity

To the editor

Todorich, B., Thanos, A., Yonekawa, Y., Thomas, B. J., Faia, L. J., Chang, E., Shulman, J., Olsen, K. R., Blair, M. P., Shapiro, M. P., Ferrone, P., Vajzovic, L., Toth, C. A., Lee, T. C., Robinson, J., Hubbard, B., Kondo, H., Besirli, C. G., Nudleman, E., Wong, S. C. & 27 others, Kusaka, S., Walsh, M., Chan, R. V. P., Berrocal, A., Caputo, G., Murray, T. G., Sears, J., Schunemann, R., Harper, C. A., Kychental, A., Dorta, P., Cernichiaro-Espinosa, L. A., Wu, W. C., Campbell, J., Martinez-Castellanos, M. A., Quiroz-Mercado, H., Hayashi, H., Quiram, P., Amphornphruet, A., Hartnett, M. E., Tsui, I., Ells, A., John, V., Moshfeghi, D., Capone, A., Drenser, K. A. & Trese, M. T., 2017, In : Retina. 37, 5, p. e52-e54

Research output: Contribution to journalLetter

3 Citations (Scopus)
Retinitis
Optical Coherence Tomography
Penicillins
Retinal Pigment Epithelium
Visual Acuity
2016
9 Citations (Scopus)

Assessment of a Tele-education System to Enhance Retinopathy of Prematurity Training by International Ophthalmologists-in-Training in Mexico

Patel, S. N., Martinez-Castellanos, M. A., Berrones-Medina, D., Swan, R., Ryan, M. C., Jonas, K. E., Ostmo, S., Campbell, J., Chiang, M. & Kalpathy-Cramer, J., Dec 5 2016, (Accepted/In press) In : Ophthalmology.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Mexico
Education
Ophthalmologists
Control Groups
22 Citations (Scopus)

Diagnostic Discrepancies in Retinopathy of Prematurity Classification

Campbell, J., Ryan, M. C., Lore, E., Tian, P., Ostmo, S., Jonas, K., Chan, R. V. P. & Chiang, M., Mar 14 2016, (Accepted/In press) In : Ophthalmology.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Ophthalmoscopy
Cohort Studies
Outcome Assessment (Health Care)
Prospective Studies
35 Citations (Scopus)

Expert diagnosis of plus disease in retinopathy of prematurity from computer-based image analysis

the Imaging and Informatics in ROP (i-ROP) Research Consortium, Jun 1 2016, In : JAMA Ophthalmology. 134, 6, p. 651-657 7 p.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Informatics
Veins
Arteries
Blood Vessels
1 Citation (Scopus)

Novel macular findings on optical coherence tomography in incontinentia pigmenti

McClintic, S., Wilson, L. & Campbell, J., Nov 1 2016, In : JAMA Ophthalmology. 134, 11

Research output: Contribution to journalComment/debate

21 Citations (Scopus)

Plus Disease in Retinopathy of Prematurity: Improving Diagnosis by Ranking Disease Severity and Using Quantitative Image Analysis

Imaging and Informatics in Retinopathy of Prematurity Research Consortium, Nov 1 2016, In : Ophthalmology. 123, 11, p. 2345-2351 7 p.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Informatics
Databases
Physicians
Neonatal Intensive Care Units
25 Citations (Scopus)

Plus Disease in Retinopathy of Prematurity: A Continuous Spectrum of Vascular Abnormality as a Basis of Diagnostic Variability

Campbell, J., Kalpathy-Cramer, J., Erdogmus, D., Tian, P., Kedarisetti, D., Moleta, C., Reynolds, J. D., Hutcheson, K., Shapiro, M. J., Repka, M. X., Ferrone, P., Drenser, K., Horowitz, J., Sonmez, M. K., Swan, R., Ostmo, S., Jonas, K. E., Chan, R. V. P., Chiang, M., Chiang, M. F. & 37 others, Ostmo, S., Sonmez, K., Campbell, J. P., Chan, R. V. P., Jonas, K., Horowitz, J., Coki, O., Eccles, C. A., Sarna, L., Berrocal, A., Negron, C., Denser, K., Cumming, K., Osentoski, T., Check, T., Zajechowski, M., Lee, T., Kruger, E., McGovern, K., Simmons, C., Murthy, R., Galvis, S., Rotter, J., Chen, I., Li, X., Taylor, K., Roll, K., Kalpathy-Cramer, J., Erdogmus, D., Martinez-Castellanos, M. A., Salinas-Longoria, S., Romero, R., Arriola, A., Olguin-Manriquez, F., Meraz-Gutierrez, M., Dulanto-Reinoso, C. M. & Montero-Mendoza, C., Nov 1 2016, In : Ophthalmology. 123, 11, p. 2338-2344 7 p.

Research output: Contribution to journalArticle

Retinopathy of Prematurity
Blood Vessels
Analysis of Variance
Informatics
Neonatal Intensive Care Units
145 Citations (Scopus)

Projection-resolved optical coherence tomographic angiography

Zhang, M., Hwang, T., Campbell, J., Bailey, S., Wilson, D., Huang, D. & Yali, J., Feb 9 2016, In : Biomedical Optics Express. 7, 3, p. 816-828 13 p., 255669.

Research output: Contribution to journalArticle

angiography
Angiography
projection
Artifacts
Blood Vessels

Reply

Campochiaro, P. A., Hafiz, G., Mir, T. A., Scott, A. W., Sophie, R., Shah, S. M., Ying, H. S., Lu, L., Chen, C., Campbell, J., Kherani, S., Zimmer-Galler, I., Wenick, A., Han, I., Paulus, Y., Sodhi, A., Wang, G. & Qian, J., Jan 1 2016, In : American Journal of Ophthalmology. 161, p. 216-217 2 p.

Research output: Contribution to journalLetter

Retinal Vein Occlusion
Dexamethasone

Toward a severity index for ROP: An unsupervised approach

Tian, P., Ataer-Cansizoglu, E., Kalpathy-Cramer, J., Ostmo, S., Jonas, K., Chan, R. V. P., Campbell, J., Chiang, M. & Erdogmus, D., Oct 13 2016, 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-October. p. 1312-1315 4 p. 7590948

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Retinopathy of Prematurity
Low Birth Weight Infant
Blindness
Probability distributions
Statistics
78 Citations (Scopus)
Optical Coherence Tomography
Diabetic Retinopathy
Angiography
Retinal Vessels
Artifacts