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For: Pfohl SR, Foryciarz A, Shah NH. An empirical characterization of fair machine learning for clinical risk prediction. J Biomed Inform 2020;113:103621. [PMID: 33220494 DOI: 10.1016/j.jbi.2020.103621] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Revised: 10/06/2020] [Accepted: 11/05/2020] [Indexed: 11/19/2022]
Number Cited by Other Article(s)
1
Visweswaran S, Luo Y, Peleg M. Fairness and inclusion methods for biomedical informatics research. J Biomed Inform 2024:104713. [PMID: 39187169 DOI: 10.1016/j.jbi.2024.104713] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Revised: 08/21/2024] [Accepted: 08/22/2024] [Indexed: 08/28/2024]
2
Wang HE, Weiner JP, Saria S, Lehmann H, Kharrazi H. Assessing racial bias in healthcare predictive models: Practical lessons from an empirical evaluation of 30-day hospital readmission models. J Biomed Inform 2024;156:104683. [PMID: 38925281 DOI: 10.1016/j.jbi.2024.104683] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 05/20/2024] [Accepted: 06/23/2024] [Indexed: 06/28/2024]
3
Jain SS, Elias P, Poterucha T, Randazzo M, Lopez Jimenez F, Khera R, Perez M, Ouyang D, Pirruccello J, Salerno M, Einstein AJ, Avram R, Tison GH, Nadkarni G, Natarajan V, Pierson E, Beecy A, Kumaraiah D, Haggerty C, Avari Silva JN, Maddox TM. Artificial Intelligence in Cardiovascular Care-Part 2: Applications: JACC Review Topic of the Week. J Am Coll Cardiol 2024;83:2487-2496. [PMID: 38593945 DOI: 10.1016/j.jacc.2024.03.401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 03/14/2024] [Indexed: 04/11/2024]
4
Bear Don't Walk OJ, Paullada A, Everhart A, Casanova-Perez R, Cohen T, Veinot T. Opportunities for incorporating intersectionality into biomedical informatics. J Biomed Inform 2024;154:104653. [PMID: 38734158 PMCID: PMC11146624 DOI: 10.1016/j.jbi.2024.104653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Revised: 04/06/2024] [Accepted: 05/08/2024] [Indexed: 05/13/2024]
5
Deardorff WJ, Diaz-Ramirez LG, Boscardin WJ, Smith AK, Lee SJ. Around the EQUATOR with Clin-STAR: Prediction modeling opportunities and challenges in aging research. J Am Geriatr Soc 2024;72:1658-1668. [PMID: 38032070 PMCID: PMC11137550 DOI: 10.1111/jgs.18704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 10/16/2023] [Accepted: 10/30/2023] [Indexed: 12/01/2023]
6
Zhang K, Han Y, Gu F, Gu Z, Zhao J, Chen J, Chen B, Gao M, Hou Z, Yu X, Cai T, Gao Y, Hu R, Xie J, Liu T, Liu K. Association between serum chloride and in-hospital mortality in congestive heart failure with diabetes: Data from the MIMIC-IV database. J Diabetes Metab Disord 2024;23:859-870. [PMID: 38932886 PMCID: PMC11196478 DOI: 10.1007/s40200-023-01362-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 11/27/2023] [Indexed: 06/28/2024]
7
Li C, Lai D, Jiang X, Zhang K. FERI: A Multitask-based Fairness Achieving Algorithm with Applications to Fair Organ Transplantation. AMIA JOINT SUMMITS ON TRANSLATIONAL SCIENCE PROCEEDINGS. AMIA JOINT SUMMITS ON TRANSLATIONAL SCIENCE 2024;2024:593-602. [PMID: 38827050 PMCID: PMC11141863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Indexed: 06/04/2024]
8
Wang HE, Weiner JP, Saria S, Kharrazi H. Evaluating Algorithmic Bias in 30-Day Hospital Readmission Models: Retrospective Analysis. J Med Internet Res 2024;26:e47125. [PMID: 38422347 PMCID: PMC11066744 DOI: 10.2196/47125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Revised: 12/28/2023] [Accepted: 02/27/2024] [Indexed: 03/02/2024]  Open
9
Vaidya A, Chen RJ, Williamson DFK, Song AH, Jaume G, Yang Y, Hartvigsen T, Dyer EC, Lu MY, Lipkova J, Shaban M, Chen TY, Mahmood F. Demographic bias in misdiagnosis by computational pathology models. Nat Med 2024;30:1174-1190. [PMID: 38641744 DOI: 10.1038/s41591-024-02885-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2023] [Accepted: 02/23/2024] [Indexed: 04/21/2024]
10
Movva R, Koh PW, Pierson E. Using unlabeled data to enhance fairness of medical AI. Nat Med 2024;30:944-945. [PMID: 38641743 DOI: 10.1038/s41591-024-02892-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/21/2024]
11
Wang R, Kuo PC, Chen LC, Seastedt KP, Gichoya JW, Celi LA. Drop the shortcuts: image augmentation improves fairness and decreases AI detection of race and other demographics from medical images. EBioMedicine 2024;102:105047. [PMID: 38471396 PMCID: PMC10945176 DOI: 10.1016/j.ebiom.2024.105047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Revised: 02/15/2024] [Accepted: 02/21/2024] [Indexed: 03/14/2024]  Open
12
Guo LL, Morse KE, Aftandilian C, Steinberg E, Fries J, Posada J, Fleming SL, Lemmon J, Jessa K, Shah N, Sung L. Characterizing the limitations of using diagnosis codes in the context of machine learning for healthcare. BMC Med Inform Decis Mak 2024;24:51. [PMID: 38355486 PMCID: PMC10868117 DOI: 10.1186/s12911-024-02449-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 01/30/2024] [Indexed: 02/16/2024]  Open
13
Weng WH, Sellergen A, Kiraly AP, D'Amour A, Park J, Pilgrim R, Pfohl S, Lau C, Natarajan V, Azizi S, Karthikesalingam A, Cole-Lewis H, Matias Y, Corrado GS, Webster DR, Shetty S, Prabhakara S, Eswaran K, Celi LAG, Liu Y. An intentional approach to managing bias in general purpose embedding models. Lancet Digit Health 2024;6:e126-e130. [PMID: 38278614 DOI: 10.1016/s2589-7500(23)00227-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 10/24/2023] [Accepted: 11/02/2023] [Indexed: 01/28/2024]
14
Shah NH, Halamka JD, Saria S, Pencina M, Tazbaz T, Tripathi M, Callahan A, Hildahl H, Anderson B. A Nationwide Network of Health AI Assurance Laboratories. JAMA 2024;331:245-249. [PMID: 38117493 DOI: 10.1001/jama.2023.26930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2023]
15
Pierson E. Accuracy and Equity in Clinical Risk Prediction. N Engl J Med 2024;390:100-102. [PMID: 38198167 DOI: 10.1056/nejmp2311050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
16
Yuan C, Linn KA, Hubbard RA. Algorithmic Fairness of Machine Learning Models for Alzheimer Disease Progression. JAMA Netw Open 2023;6:e2342203. [PMID: 37934495 PMCID: PMC10630899 DOI: 10.1001/jamanetworkopen.2023.42203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 09/27/2023] [Indexed: 11/08/2023]  Open
17
Cary MP, Zink A, Wei S, Olson A, Yan M, Senior R, Bessias S, Gadhoumi K, Jean-Pierre G, Wang D, Ledbetter LS, Economou-Zavlanos NJ, Obermeyer Z, Pencina MJ. Mitigating Racial And Ethnic Bias And Advancing Health Equity In Clinical Algorithms: A Scoping Review. Health Aff (Millwood) 2023;42:1359-1368. [PMID: 37782868 PMCID: PMC10668606 DOI: 10.1377/hlthaff.2023.00553] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2023]
18
Wang Y, Song Y, Ma Z, Han X. Multidisciplinary considerations of fairness in medical AI: A scoping review. Int J Med Inform 2023;178:105175. [PMID: 37595374 DOI: 10.1016/j.ijmedinf.2023.105175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 08/02/2023] [Accepted: 08/04/2023] [Indexed: 08/20/2023]
19
Timmons AC, Duong JB, Fiallo NS, Lee T, Vo HPQ, Ahle MW, Comer JS, Brewer LC, Frazier SL, Chaspari T. A Call to Action on Assessing and Mitigating Bias in Artificial Intelligence Applications for Mental Health. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2023;18:1062-1096. [PMID: 36490369 PMCID: PMC10250563 DOI: 10.1177/17456916221134490] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
20
Chohlas-Wood A, Coots M, Goel S, Nyarko J. Designing equitable algorithms. NATURE COMPUTATIONAL SCIENCE 2023;3:601-610. [PMID: 38177749 DOI: 10.1038/s43588-023-00485-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Accepted: 06/06/2023] [Indexed: 01/06/2024]
21
Banda JM, Shah NH, Periyakoil VS. Characterizing subgroup performance of probabilistic phenotype algorithms within older adults: a case study for dementia, mild cognitive impairment, and Alzheimer's and Parkinson's diseases. JAMIA Open 2023;6:ooad043. [PMID: 37397506 PMCID: PMC10307941 DOI: 10.1093/jamiaopen/ooad043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 06/06/2023] [Accepted: 06/22/2023] [Indexed: 07/04/2023]  Open
22
Chen RJ, Wang JJ, Williamson DFK, Chen TY, Lipkova J, Lu MY, Sahai S, Mahmood F. Algorithmic fairness in artificial intelligence for medicine and healthcare. Nat Biomed Eng 2023;7:719-742. [PMID: 37380750 PMCID: PMC10632090 DOI: 10.1038/s41551-023-01056-8] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Accepted: 04/13/2023] [Indexed: 06/30/2023]
23
Pham TH, Yin C, Mehta L, Zhang X, Zhang P. A fair and interpretable network for clinical risk prediction: a regularized multi-view multi-task learning approach. Knowl Inf Syst 2023;65:1487-1521. [PMID: 36998311 PMCID: PMC10046420 DOI: 10.1007/s10115-022-01813-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 12/06/2022] [Accepted: 12/12/2022] [Indexed: 12/24/2022]
24
Guo LL, Steinberg E, Fleming SL, Posada J, Lemmon J, Pfohl SR, Shah N, Fries J, Sung L. EHR foundation models improve robustness in the presence of temporal distribution shift. Sci Rep 2023;13:3767. [PMID: 36882576 PMCID: PMC9992466 DOI: 10.1038/s41598-023-30820-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 03/02/2023] [Indexed: 03/09/2023]  Open
25
de Hond AAH, van Buchem MM, Hernandez-Boussard T. Picture a data scientist: a call to action for increasing diversity, equity, and inclusion in the age of AI. J Am Med Inform Assoc 2022;29:2178-2181. [PMID: 36048021 PMCID: PMC9667164 DOI: 10.1093/jamia/ocac156] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 08/18/2022] [Accepted: 08/26/2022] [Indexed: 11/13/2022]  Open
26
The AI life cycle: a holistic approach to creating ethical AI for health decisions. Nat Med 2022;28:2247-2249. [PMID: 36163298 PMCID: PMC9722334 DOI: 10.1038/s41591-022-01993-y] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
27
Leist AK, Klee M, Kim JH, Rehkopf DH, Bordas SPA, Muniz-Terrera G, Wade S. Mapping of machine learning approaches for description, prediction, and causal inference in the social and health sciences. SCIENCE ADVANCES 2022;8:eabk1942. [PMID: 36260666 PMCID: PMC9581488 DOI: 10.1126/sciadv.abk1942] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Accepted: 09/01/2022] [Indexed: 05/20/2023]
28
Davis SE, Walsh CG, Matheny ME. Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings. Front Digit Health 2022;4:958284. [PMID: 36120717 PMCID: PMC9478183 DOI: 10.3389/fdgth.2022.958284] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 08/11/2022] [Indexed: 11/15/2022]  Open
29
Addressing fairness in artificial intelligence for medical imaging. Nat Commun 2022;13:4581. [PMID: 35933408 PMCID: PMC9357063 DOI: 10.1038/s41467-022-32186-3] [Citation(s) in RCA: 40] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 07/21/2022] [Indexed: 12/19/2022]  Open
30
Ghanzouri I, Amal S, Ho V, Safarnejad L, Cabot J, Brown-Johnson CG, Leeper N, Asch S, Shah NH, Ross EG. Performance and usability testing of an automated tool for detection of peripheral artery disease using electronic health records. Sci Rep 2022;12:13364. [PMID: 35922657 PMCID: PMC9349186 DOI: 10.1038/s41598-022-17180-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Accepted: 07/21/2022] [Indexed: 11/18/2022]  Open
31
Lu JH, Callahan A, Patel BS, Morse KE, Dash D, Pfeffer MA, Shah NH. Assessment of Adherence to Reporting Guidelines by Commonly Used Clinical Prediction Models From a Single Vendor: A Systematic Review. JAMA Netw Open 2022;5:e2227779. [PMID: 35984654 PMCID: PMC9391954 DOI: 10.1001/jamanetworkopen.2022.27779] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]  Open
32
Bias Discovery in Machine Learning Models for Mental Health. INFORMATION 2022. [DOI: 10.3390/info13050237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]  Open
33
Bear Don’t Walk OJ, Reyes Nieva H, Lee SSJ, Elhadad N. A scoping review of ethics considerations in clinical natural language processing. JAMIA Open 2022;5:ooac039. [PMID: 35663112 PMCID: PMC9154253 DOI: 10.1093/jamiaopen/ooac039] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 05/05/2022] [Accepted: 05/12/2022] [Indexed: 11/12/2022]  Open
34
Singh H, Mhasawade V, Chunara R. Generalizability challenges of mortality risk prediction models: A retrospective analysis on a multi-center database. PLOS DIGITAL HEALTH 2022;1:e0000023. [PMID: 36812510 PMCID: PMC9931319 DOI: 10.1371/journal.pdig.0000023] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 02/17/2022] [Indexed: 12/23/2022]
35
Foryciarz A, Pfohl SR, Patel B, Shah N. Evaluating algorithmic fairness in the presence of clinical guidelines: the case of atherosclerotic cardiovascular disease risk estimation. BMJ Health Care Inform 2022;29:bmjhci-2021-100460. [PMID: 35396247 PMCID: PMC8996004 DOI: 10.1136/bmjhci-2021-100460] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Accepted: 12/17/2021] [Indexed: 12/28/2022]  Open
36
Li J, Bzdok D, Chen J, Tam A, Ooi LQR, Holmes AJ, Ge T, Patil KR, Jabbi M, Eickhoff SB, Yeo BTT, Genon S. Cross-ethnicity/race generalization failure of behavioral prediction from resting-state functional connectivity. SCIENCE ADVANCES 2022;8:eabj1812. [PMID: 35294251 PMCID: PMC8926333 DOI: 10.1126/sciadv.abj1812] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
37
Tucker A, Kannampallil T, Fodeh SJ, Peleg M. New JBI policy emphasizes clinically-meaningful novel machine learning methods. J Biomed Inform 2022;127:104003. [DOI: 10.1016/j.jbi.2022.104003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 01/14/2022] [Accepted: 01/19/2022] [Indexed: 10/19/2022]
38
Mori M, Jarrin R, Lu Y, Kadakia K, Huang C, Ross JS, Krumholz HM. Sensible regulation and clinical implementation of clinical decision support software as a medical device. BMJ 2022;376:o525. [PMID: 35228206 DOI: 10.1136/bmj.o525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
39
Pfohl SR, Zhang H, Xu Y, Foryciarz A, Ghassemi M, Shah NH. A comparison of approaches to improve worst-case predictive model performance over patient subpopulations. Sci Rep 2022;12:3254. [PMID: 35228563 PMCID: PMC8885701 DOI: 10.1038/s41598-022-07167-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 01/31/2022] [Indexed: 12/12/2022]  Open
40
Farmer N, Osei Baah F, Williams F, Ortiz-Chapparo E, Mitchell VM, Jackson L, Collins B, Graham L, Wallen GR, Powell-Wiley TM, Johnson A. Use of a community advisory board to build equitable algorithms for participation in clinical trials: a protocol paper for HoPeNET. BMJ Health Care Inform 2022;29:bmjhci-2021-100453. [PMID: 35185011 PMCID: PMC8860013 DOI: 10.1136/bmjhci-2021-100453] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Accepted: 01/07/2022] [Indexed: 11/25/2022]  Open
41
Guo LL, Pfohl SR, Fries J, Johnson AEW, Posada J, Aftandilian C, Shah N, Sung L. Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine. Sci Rep 2022;12:2726. [PMID: 35177653 PMCID: PMC8854561 DOI: 10.1038/s41598-022-06484-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Accepted: 01/31/2022] [Indexed: 11/24/2022]  Open
42
Crigger E, Reinbold K, Hanson C, Kao A, Blake K, Irons M. Trustworthy Augmented Intelligence in Health Care. J Med Syst 2022;46:12. [PMID: 35020064 PMCID: PMC8755670 DOI: 10.1007/s10916-021-01790-z] [Citation(s) in RCA: 32] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Accepted: 11/01/2021] [Indexed: 12/26/2022]
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Designing clinically translatable artificial intelligence systems for high-dimensional medical imaging. NAT MACH INTELL 2021. [DOI: 10.1038/s42256-021-00399-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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Makridis C, Hurley S, Klote M, Alterovitz G. Ethical Applications of Artificial Intelligence: Evidence From Health Research on Veterans. JMIR Med Inform 2021;9:e28921. [PMID: 34076584 PMCID: PMC8209529 DOI: 10.2196/28921] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 04/23/2021] [Accepted: 04/27/2021] [Indexed: 01/01/2023]  Open
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