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Integrating machine-generated mortality estimates and behavioral nudges to promote serious illness conversations for cancer patients: Design and methods for a stepped-wedge cluster randomized controlled trial.
Manz CR, Parikh RB, Evans CN, Chivers C, Regli SH, Bekelman JE, Small D, Rareshide CAL, O'Connor N, Schuchter LM, Shulman LN, Patel MS. Manz CR, et al. Among authors: regli sh. Contemp Clin Trials. 2020 Mar;90:105951. doi: 10.1016/j.cct.2020.105951. Epub 2020 Jan 23. Contemp Clin Trials. 2020. PMID: 31982648 Free PMC article.
Machine Learning Approaches to Predict 6-Month Mortality Among Patients With Cancer.
Parikh RB, Manz C, Chivers C, Regli SH, Braun J, Draugelis ME, Schuchter LM, Shulman LN, Navathe AS, Patel MS, O'Connor NR. Parikh RB, et al. Among authors: regli sh. JAMA Netw Open. 2019 Oct 2;2(10):e1915997. doi: 10.1001/jamanetworkopen.2019.15997. JAMA Netw Open. 2019. PMID: 31651973 Free PMC article.
Effect of Integrating Machine Learning Mortality Estimates With Behavioral Nudges to Clinicians on Serious Illness Conversations Among Patients With Cancer: A Stepped-Wedge Cluster Randomized Clinical Trial.
Manz CR, Parikh RB, Small DS, Evans CN, Chivers C, Regli SH, Hanson CW, Bekelman JE, Rareshide CAL, O'Connor N, Schuchter LM, Shulman LN, Patel MS. Manz CR, et al. Among authors: regli sh. JAMA Oncol. 2020 Dec 1;6(12):e204759. doi: 10.1001/jamaoncol.2020.4759. Epub 2020 Dec 10. JAMA Oncol. 2020. PMID: 33057696 Free PMC article. Clinical Trial.
Long-term Effect of Machine Learning-Triggered Behavioral Nudges on Serious Illness Conversations and End-of-Life Outcomes Among Patients With Cancer: A Randomized Clinical Trial.
Manz CR, Zhang Y, Chen K, Long Q, Small DS, Evans CN, Chivers C, Regli SH, Hanson CW, Bekelman JE, Braun J, Rareshide CAL, O'Connor N, Kumar P, Schuchter LM, Shulman LN, Patel MS, Parikh RB. Manz CR, et al. Among authors: regli sh. JAMA Oncol. 2023 Mar 1;9(3):414-418. doi: 10.1001/jamaoncol.2022.6303. JAMA Oncol. 2023. PMID: 36633868 Free PMC article. Clinical Trial.