# Long-term Effect of Machine Learning–Triggered Behavioral Nudges on Serious Illness Conversations and End-of-Life Outcomes Among Patients With Cancer

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/long-term-effect-of-machine-learning-triggered-behavioral-nudges-on-serious/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Christopher R. Manz,Yichen Zhang,Kan Chen,Qi Long,Dylan S. Small,Chalanda N. Evans,Corey Chivers,Susan Harkness Regli,C. William Hanson,Justin E. Bekelman,Jennifer Braun,Charles Rareshide,Nina O’Connor,Pallavi Kumar,Lynn M. Schuchter,Lawrence N. Shulman,Mitesh S. Patel,Ravi B. Parikh |
| Citations | 108 |
| DOI | 10.1001/jamaoncol.2022.6303 |
| Fields | Health Professions,Medicine |
| Open Access | true |
| OA Status | hybrid |
| OA URL | https://jamanetwork.com/journals/jamaoncology/articlepdf/2800545/jamaoncology_manz_2023_br_220028_1678387744.69346.pdf |
| OpenAlex ID | https://openalex.org/W4315706235 |
| PMID | 36633868 |
| Type | article |
| Year | 2023 |

## Paper authors

- [Corey Chivers](https://scholariq.org/researchers/corey-chivers/)

## Paper journal

- [JAMA Oncology](https://scholariq.org/journals/jama-oncology/)

## Paper primary topic

- [Palliative Care and End-of-Life Issues](https://scholariq.org/topics/palliative-care-and-end-of-life-issues/)

## Paper topics

- [Palliative Care and End-of-Life Issues](https://scholariq.org/topics/palliative-care-and-end-of-life-issues/)
- [Cancer survivorship and care](https://scholariq.org/topics/cancer-survivorship-and-care/)
- [Patient-Provider Communication in Healthcare](https://scholariq.org/topics/patient-provider-communication-in-healthcare/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.