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Teaching AI for Radiology Applications: A Multisociety-Recommended Syllabus from the AAPM, ACR, RSNA, and SIIM. Radiol Artif Intell. 2025 Nov; 7(6):e250137. Kitamura F, Kline T, Warren D, Moy L, Daneshjou R, Maleki F, Santos I, Gichoya J, Wiggins W, Bialecki B, O'Donnell K, Flanders AE, Morgan M, Safdar N, Andriole KP, Geis R, Allen B, Dreyer K, Lungren M, Wood MJ, Kohli M, Langer S, Shih G, Farina E, Kahn CE, Reiser I, Giger M, Wald C, Mongan J, Cook T, Tenenholtz N. PMID: 41031949.
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Teaching AI for Radiology Applications: a Multisociety-Recommended Syllabus from the AAPM, ACR, RSNA, and SIIM. J Imaging Inform Med. 2025 Oct 01. Kitamura F, Kline T, Warren D, Moy L, Daneshjou R, Maleki F, Santos I, Gichoya J, Wiggins W, Bialecki B, O'Donnell K, Flanders AE, Morgan M, Safdar N, Andriole KP, Geis R, Allen B, Dreyer K, Lungren M, Wood MJ, Kohli M, Langer S, Shih G, Farina E, Kahn CE, Reiser I, Giger M, Wald C, Mongan J, Cook T, Tenenholtz N. PMID: 41032170.
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AI for Radiology: A Primer Part I. From Idea to Algorithm. Radiology. 2025 Oct; 317(1):e250692. Tejani AS, Rauschecker AM, Kohli M, Mongan J. PMID: 41117645.
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Teaching AI for Radiology Applications: A Multisociety‑Recommended Syllabus from the AAPM, ACR, RSNA, and SIIM. Med Phys. 2025 Oct; 52(10):e17779. Kitamura F, Kline T, Warren D, Moy L, Daneshjou R, Maleki F, Santos I, Gichoya J, Wiggins W, Bialecki B, O'Donnell K, Flanders AE, Morgan M, Safdar N, Andriole KP, Geis R, Allen B, Dreyer K, Lungren M, Wood MJ, Kohli M, Langer S, Shih G, Farina E, Kahn CE, Reiser I, Giger M, Wald C, Mongan J, Cook T, Tenenholtz N. PMID: 41030223; PMCID: PMC12485864.
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Standardizing imaging findings representation: harnessing Common Data Elements semantics and Fast Healthcare Interoperability Resources structures. J Am Med Inform Assoc. 2024 Aug 01; 31(8):1735-1742. Tejani AS, Bialecki B, O'Donnell K, Sippel Schmidt T, Kohli MD, Alkasab T. PMID: 38900188; PMCID: PMC11258419.
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Theory of radiologist interaction with instant messaging decision support tools: A sequential-explanatory study. PLOS Digit Health. 2024 Feb; 3(2):e0000297. Burns JL, Gichoya JW, Kohli MD, Jones J, Purkayastha S. PMID: 38408043; PMCID: PMC10896537.
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Generative Artificial Intelligence. J Am Coll Radiol. 2024 Aug; 21(8):1318-1320. Lee CI, Chen JH, Kohli MD, Smith AD, Liao JM. PMID: 38295922; PMCID: PMC12000245.
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Improving the Safety of Computed Tomography Through Automated Quality Measurement: A Radiologist Reader Study of Radiation Dose, Image Noise, and Image Quality. Invest Radiol. 2024 Aug 01; 59(8):569-576. Smith-Bindman R, Wang Y, Stewart C, Luong J, Chu PW, Kohli M, Westphalen AC, Siegel E, Ray M, Szczykutowicz TP, Bindman AB, Romano PS. PMID: 38265058.
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The Evidence for Using Artificial Intelligence to Enhance Prostate Cancer MR Imaging. Curr Oncol Rep. 2023 04; 25(4):243-250. Canellas R, Kohli MD, Westphalen AC. PMID: 36749494.
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Artificial Intelligence and Radiology Education. Radiol Artif Intell. 2023 Jan; 5(1):e220084. Tejani AS, Elhalawani H, Moy L, Kohli M, Kahn CE. PMID: 36721409; PMCID: PMC9885376.
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Common Data Elements and Modular Reporting. . 2022 Feb 12; 119-138. Kohli KM, Flanders FA, Alkasab AT, Gichoya GJ, Prosper PA, Fatehi FM. .
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Multi-institutional Experience with Patient Image Access Through Electronic Health Record Patient Portals. J Digit Imaging. 2022 04; 35(2):320-326. Choi HH, Kotsenas AL, Chen JV, Bronsky C, Roth CJ, Kohli MD. PMID: 35022926; PMCID: PMC8921401.
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An Image Quality-informed Framework for CT Characterization. Radiology. 2022 02; 302(2):380-389. Smith-Bindman R, Yu S, Wang Y, Kohli MD, Chu P, Chung R, Luong J, Bos D, Stewart C, Bista B, Alejandrez Cisneros A, Delman B, Einstein AJ, Flynn M, Romano P, Seibert JA, Westphalen AC, Bindman A. PMID: 34751618; PMCID: PMC8805663.
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Imaging AI in Practice: A Demonstration of Future Workflow Using Integration Standards. Radiol Artif Intell. 2021 Nov; 3(6):e210152. Wiggins WF, Magudia K, Schmidt TMS, O'Connor SD, Carr CD, Kohli MD, Andriole KP. PMID: 34870224; PMCID: PMC8637229.
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Implementation and design of artificial intelligence in abdominal imaging. Abdom Radiol (NY). 2020 12; 45(12):4084-4089. Choi HH, Chang SD, Kohli MD. PMID: 32211946.
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Evaluating Artificial Intelligence Systems to Guide Purchasing Decisions. J Am Coll Radiol. 2020 Nov; 17(11):1405-1409. Filice RW, Mongan J, Kohli MD. PMID: 33035503.
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Between Always and Never: Evaluating Uncertainty in Radiology Reports Using Natural Language Processing. J Digit Imaging. 2020 10; 33(5):1194-1201. Callen AL, Dupont SM, Price A, Laguna B, McCoy D, Do B, Talbott J, Kohli M, Narvid J. PMID: 32813098; PMCID: PMC7573053.
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Quality Comparison of 3 Tesla multiparametric MRI of the prostate using a flexible surface receiver coil versus conventional surface coil plus endorectal coil setup. Abdom Radiol (NY). 2020 12; 45(12):4260-4270. Ullrich T, Kohli MD, Ohliger MA, Magudia K, Arora SS, Barrett T, Bittencourt LK, Margolis DJ, Schimmöller L, Turkbey B, Westphalen AC. PMID: 32696213; PMCID: PMC7716937.
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Effect of shelter-in-place on emergency department radiology volumes during the COVID-19 pandemic. Emerg Radiol. 2020 Dec; 27(6):781-784. Houshyar R, Tran-Harding K, Glavis-Bloom J, Nguyentat M, Mongan J, Chahine C, Loehfelm TW, Kohli MD, Zaragoza EJ, Murphy PM, Kampalath R. PMID: 32504280; PMCID: PMC7273127.
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Collaborative Opportunities for Radiology Quality Improvement Projects. Acad Radiol. 2021 03; 28(3):402-404. Raghavan K, Hicks RM, Kohli MD, Kolli KP, Itri JN, Seidenwurm DJ, Ordovas KG. PMID: 32204989.
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Artificial Intelligence and Human Life: Five Lessons for Radiology from the 737 MAX Disasters. Radiol Artif Intell. 2020 Mar; 2(2):e190111. Mongan J, Kohli M. PMID: 33937819; PMCID: PMC8017379.
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Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement. Radiology. 2019 11; 293(2):436-440. Geis JR, Brady AP, Wu CC, Spencer J, Ranschaert E, Jaremko JL, Langer SG, Borondy Kitts A, Birch J, Shields WF, van den Hoven van Genderen R, Kotter E, Wawira Gichoya J, Cook TS, Morgan MB, Tang A, Safdar NM, Kohli M. PMID: 31573399.
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Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement. Can Assoc Radiol J. 2019 Nov; 70(4):329-334. Geis JR, Brady AP, Wu CC, Spencer J, Ranschaert E, Jaremko JL, Langer SG, Kitts AB, Birch J, Shields WF, van den Hoven van Genderen R, Kotter E, Gichoya JW, Cook TS, Morgan MB, Tang A, Safdar NM, Kohli M. PMID: 31585825.
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Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement. J Am Coll Radiol. 2019 Nov; 16(11):1516-1521. Geis JR, Brady AP, Wu CC, Spencer J, Ranschaert E, Jaremko JL, Langer SG, Kitts AB, Birch J, Shields WF, van den Hoven van Genderen R, Kotter E, Gichoya JW, Cook TS, Morgan MB, Tang A, Safdar NM, Kohli M. PMID: 31585696.
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Ethics of artificial intelligence in radiology: summary of the joint European and North American multisociety statement. Insights Imaging. 2019 Oct 01; 10(1):101. Geis JR, Brady A, Wu CC, Spencer J, Ranschaert E, Jaremko JL, Langer SG, Kitts AB, Birch J, Shields WF, van den Hoven van Genderen R, Kotter E, Gichoya JW, Cook TS, Morgan MB, Tang A, Safdar NM, Kohli M. PMID: 31571015; PMCID: PMC6768929.
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Describing Disease-specific Reporting Guidelines: A Brief Guide for Radiologists. Radiographics. 2019 Sep-Oct; 39(5):1233-1235. Juluru K, Heilbrun ME, Kohli MD. PMID: 31498741.
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Bending the Artificial Intelligence Curve for Radiology: Informatics Tools From ACR and RSNA. J Am Coll Radiol. 2019 Oct; 16(10):1464-1470. Kohli M, Alkasab T, Wang K, Heilbrun ME, Flanders AE, Dreyer K, Kahn CE. PMID: 31319078.
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Assessment of an ensemble of machine learning models toward abnormality detection in chest radiographs. Annu Int Conf IEEE Eng Med Biol Soc. 2019 Jul; 2019:3689-3692. Rajaraman S, Sornapudi S, Kohli M, Antani S. PMID: 31946676.
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LI-RADS: a conceptual and historical review from its beginning to its recent integration into AASLD clinical practice guidance. J Hepatocell Carcinoma. 2019; 6:49-69. Elsayes KM, Kielar AZ, Chernyak V, Morshid A, Furlan A, Masch WR, Marks RM, Kamaya A, Do RKG, Kono Y, Fowler KJ, Tang A, Bashir MR, Hecht EM, Jambhekar K, Lyshchik A, Rodgers SK, Heiken JP, Kohli M, Fetzer DT, Wilson SR, Kassam Z, Mendiratta-Lala M, Singal AG, Lim CS, Cruite I, Lee J, Ash R, Mitchell DG, McInnes MDF, Sirlin CB. PMID: 30788336; PMCID: PMC6368120.
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Augmenting the National Institutes of Health Chest Radiograph Dataset with Expert Annotations of Possible Pneumonia. Radiol Artif Intell. 2019 Jan; 1(1):e180041. Shih G, Wu CC, Halabi SS, Kohli MD, Prevedello LM, Cook TS, Sharma A, Amorosa JK, Arteaga V, Galperin-Aizenberg M, Gill RR, Godoy MCB, Hobbs S, Jeudy J, Laroia A, Shah PN, Vummidi D, Yaddanapudi K, Stein A. PMID: 33937785; PMCID: PMC8017407.
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Challenges Related to Artificial Intelligence Research in Medical Imaging and the Importance of Image Analysis Competitions. Radiol Artif Intell. 2019 Jan; 1(1):e180031. Prevedello LM, Halabi SS, Shih G, Wu CC, Kohli MD, Chokshi FH, Erickson BJ, Kalpathy-Cramer J, Andriole KP, Flanders AE. PMID: 33937783; PMCID: PMC8017381.
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How far have we come? Artificial intelligence for chest radiograph interpretation. Clin Radiol. 2019 05; 74(5):338-345. Kallianos K, Mongan J, Antani S, Henry T, Taylor A, Abuya J, Kohli M. PMID: 30704666.
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The RSNA Pediatric Bone Age Machine Learning Challenge. Radiology. 2019 02; 290(2):498-503. Halabi SS, Prevedello LM, Kalpathy-Cramer J, Mamonov AB, Bilbily A, Cicero M, Pan I, Pereira LA, Sousa RT, Abdala N, Kitamura FC, Thodberg HH, Chen L, Shih G, Andriole K, Kohli MD, Erickson BJ, Flanders AE. PMID: 30480490; PMCID: PMC6358027.
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Machine Learning in Neurooncology Imaging: From Study Request to Diagnosis and Treatment. AJR Am J Roentgenol. 2019 01; 212(1):52-56. Villanueva-Meyer JE, Chang P, Lupo JM, Hess CP, Flanders AE, Kohli M. PMID: 30403523.
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Implementing a mobile diagnostic unit to increase access to imaging and laboratory services in western Kenya. BMJ Glob Health. 2018; 3(5):e000947. Dhoot R, Humphrey JM, O'Meara P, Gardner A, McDonald CJ, Ogot K, Antani S, Abuya J, Kohli M. PMID: 30364326; PMCID: PMC6195141.
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Social Media Tools for Department and Practice Communication and Branding in the Digital Age. Radiographics. 2018 Oct; 38(6):1773-1785. Kohli MD, Daye D, Towbin AJ, Kotsenas AL, Heilbrun ME. PMID: 30303796.
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Ethics, Artificial Intelligence, and Radiology. J Am Coll Radiol. 2018 Sep; 15(9):1317-1319. Kohli M, Geis R. PMID: 30017625.
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Three cachexia phenotypes and the impact of fat-only loss on survival in FOLFIRINOX therapy for pancreatic cancer. J Cachexia Sarcopenia Muscle. 2018 08; 9(4):673-684. Kays JK, Shahda S, Stanley M, Bell TM, O'Neill BH, Kohli MD, Couch ME, Koniaris LG, Zimmers TA. PMID: 29978562; PMCID: PMC6104116.
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A novel stacked generalization of models for improved TB detection in chest radiographs. Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul; 2018:718-721. Rajaraman S, Candemir S, Xue Z, Alderson PO, Kohli M, Abuya J, Thoma GR, Antani S. PMID: 30440497; PMCID: PMC11995885.
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A Platform for Innovation and Standards Evaluation: a Case Study from the OpenMRS Open-Source Radiology Information System. J Digit Imaging. 2018 06; 31(3):361-370. Gichoya JW, Kohli M, Ivange L, Schmidt TS, Purkayastha S. PMID: 29748851; PMCID: PMC5959837.
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Learning HL7 FHIR Using the HAPI FHIR Server and Its Use in Medical Imaging with the SIIM Dataset. J Digit Imaging. 2018 06; 31(3):334-340. Hussain MA, Langer SG, Kohli M. PMID: 29725959; PMCID: PMC5959839.
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Creation and Curation of the Society of Imaging Informatics in Medicine Hackathon Dataset. J Digit Imaging. 2018 02; 31(1):9-12. Kohli M, Morrison JJ, Wawira J, Morgan MB, Hostetter J, Genereaux B, Hussain M, Langer SG. PMID: 28730549; PMCID: PMC5788825.
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A prospective genome-wide study of prostate cancer metastases reveals association of wnt pathway activation and increased cell cycle proliferation with primary resistance to abiraterone acetate-prednisone. Ann Oncol. 2018 02 01; 29(2):352-360. Wang L, Dehm SM, Hillman DW, Sicotte H, Tan W, Gormley M, Bhargava V, Jimenez R, Xie F, Yin P, Qin S, Quevedo F, Costello BA, Pitot HC, Ho T, Bryce AH, Ye Z, Li Y, Eiken P, Vedell PT, Barman P, McMenomy BP, Atwell TD, Carlson RE, Ellingson M, Eckloff BW, Qin R, Ou F, Hart SN, Huang H, Jen J, Wieben ED, Kalari KR, Weinshilboum RM, Wang L, Kohli M. PMID: 29069303; PMCID: PMC6304474.
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Association between misty mesentery with baseline or new diagnosis of cancer: a matched cohort study. Clin Imaging. 2018 Jul - Aug; 50:57-61. Marcus SG, Candia S, Kohli MD, Mongan J, Zagoria RJ, Behr SC, Sun D, Westphalen AC. PMID: 29276962.
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Proving Value in Radiology: Experience Developing and Implementing a Shareable Open Source Registry Platform Driven by Radiology Workflow. J Digit Imaging. 2017 Oct; 30(5):602-608. Gichoya JW, Kohli MD, Haste P, Abigail EM, Johnson MS. PMID: 28623557; PMCID: PMC5603438.
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Medical Image Data and Datasets in the Era of Machine Learning-Whitepaper from the 2016 C-MIMI Meeting Dataset Session. J Digit Imaging. 2017 Aug; 30(4):392-399. Kohli MD, Summers RM, Geis JR. PMID: 28516233; PMCID: PMC5537092.
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Implementing Machine Learning in Radiology Practice and Research. AJR Am J Roentgenol. 2017 Apr; 208(4):754-760. Kohli M, Prevedello LM, Filice RW, Geis JR. PMID: 28125274.
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Toward Data-Driven Radiology Education-Early Experience Building Multi-Institutional Academic Trainee Interpretation Log Database (MATILDA). J Digit Imaging. 2016 12; 29(6):638-644. Chen PH, Loehfelm TW, Kamer AP, Lemmon AB, Cook TS, Kohli MD. PMID: 26943660; PMCID: PMC5114223.
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A Practice Quality Improvement Project: Reducing Dose of Routine Chest CT Imaging in a Busy Clinical Practice. J Digit Imaging. 2016 10; 29(5):622-6. Takahashi EA, Kohli MD, Teague SD. PMID: 26992381; PMCID: PMC5023523.
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Radiology Quality Measure Compliance Reporting: an Automated Approach. J Digit Imaging. 2016 06; 29(3):297-300. Kohli M, Schonlau D. PMID: 26510752; PMCID: PMC4879028.
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Streamlining emergent hand and wrist radiography with a modified four-view protocol. Emerg Radiol. 2016 Aug; 23(4):333-8. Chou HY, Steenburg SD, Dunkle JW, Gussick SD, Petersen MJ, Kohli MD, Shen C, Lin H. PMID: 27220651.
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Risk factors for bleeding after liver biopsy. Abdom Radiol (NY). 2016 04; 41(4):643-9. Sandrasegaran K, Thayalan N, Thavanesan R, Kohli M, Berry W, Shah A, Kwo P. PMID: 26847020.
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Image-guided intervention in the coagulopathic patient. Abdom Radiol (NY). 2016 04; 41(4):667-76. Kohli M, Mayo-Smith W, Zagoria R, Sandrasegaran K. PMID: 26915089.
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Abstract No. 621 Creating an interventional oncology translational database: early experience at Indiana University. Journal of Vascular and Interventional Radiology. 2016 Mar 1; 27(3):s273. Gichoya GJ, Haste HP, Mills MA, Kohli KM, Johnson JM. .
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Preparing a collection of radiology examinations for distribution and retrieval. J Am Med Inform Assoc. 2016 Mar; 23(2):304-10. Demner-Fushman D, Kohli MD, Rosenman MB, Shooshan SE, Rodriguez L, Antani S, Thoma GR, McDonald CJ. PMID: 26133894; PMCID: PMC5009925.
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The imaging 3.0 informatics scorecard. J Am Coll Radiol. 2015 Apr; 12(4):396-402. Kohli M, Dreyer KJ, Geis JR. PMID: 25842018.
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Rethinking radiology informatics. AJR Am J Roentgenol. 2015 Apr; 204(4):716-20. Kohli M, Dreyer KJ, Geis JR. PMID: 25794061.
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Technology standards in imaging: a practical overview. J Am Coll Radiol. 2014 Dec; 11(12 Pt B):1251-9. Wang KC, Kohli M, Carrino JA. PMID: 25467902.
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Advanced practice quality improvement project: how to influence physician radiologic imaging ordering behavior. J Am Coll Radiol. 2014 Dec; 11(12 Pt A):1155-9. Durand DJ, Kohli MD. PMID: 25467728.
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Educational Strategies and Volunteering in Global Health Radiology. . 2014 May 31; 93-109. Lungren LM, Nguyen NB, Kohli KM, Tahvildari TA. .
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Building blocks for a clinical imaging informatics environment. J Digit Imaging. 2014 Apr; 27(2):174-81. Kohli MD, Warnock M, Daly M, Toland C, Meenan C, Nagy PG. PMID: 24248276; PMCID: PMC3948933.
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Response criteria in oncologic imaging: review of traditional and new criteria. Radiographics. 2013 Sep-Oct; 33(5):1323-41. Tirkes T, Hollar MA, Tann M, Kohli MD, Akisik F, Sandrasegaran K. PMID: 24025927.
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What is a wiki, and how can it be used in resident education? J Digit Imaging. 2011 Feb; 24(1):170-5. Kohli MD, Bradshaw JK. PMID: 20386950; PMCID: PMC3046790.
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Functional imaging of the pelvic floor. Radiology. 2011 Jan; 258(1):23-39. Maglinte DD, Bartram CI, Hale DA, Park J, Kohli MD, Robb BW, Romano S, Lappas JC. PMID: 21183491.
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Air (CO2) double-contrast barium enteroclysis. Radiology. 2009 Sep; 252(3):633-41. Maglinte DD, Kohli MD, Romano S, Lappas JC. PMID: 19717748.
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CT enteroclysis in small bowel Crohn's disease. Clinical Imaging. 2009 Sep 1; 33(5):413. Kohli KM, Maglinte MD. .
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CT enteroclysis in incomplete small bowel obstruction. Abdom Imaging. 2009 May-Jun; 34(3):321-7. Kohli MD, Maglinte DD. PMID: 18548186.
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CT enteroclysis in small bowel Crohn's disease. Eur J Radiol. 2009 Mar; 69(3):398-403. Kohli MD, Maglinte DD. PMID: 19121904.
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Developing a radiology information system and picture archiving and communications system (RIS/PACS) for a Kenyan hospital. AMIA Annu Symp Proc. 2006; 988. Kohli M, Hawes D, Mamlin B, Biondich P, Johnson M. PMID: 17238607; PMCID: PMC1839315.
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Outcome of polyester cuff retention following traction removal of tunneled central venous catheters. Radiology. 2001 Jun; 219(3):651-4. Kohli MD, Trerotola SO, Namyslowski J, Stecker MS, McLennan G, Patel NH, Johnson MS, Shah H, Seshadri R. PMID: 11376249.
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