# Effect of Integrating Machine Learning Mortality Estimates With Behavioral Nudges to Clinicians on Serious Illness Conversations Among Patients With Cancer

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/effect-of-integrating-machine-learning-mortality-estimates-with-behavioral/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Christopher R. Manz,Ravi B. Parikh,Dylan S. Small,Chalanda N. Evans,Corey Chivers,Susan Harkness Regli,C. William Hanson,Justin E. Bekelman,Charles Rareshide,Nina O’Connor,Lynn M. Schuchter,Lawrence N. Shulman,Mitesh S. Patel |
| Citations | 178 |
| DOI | 10.1001/jamaoncol.2020.4759 |
| Fields | Health Professions,Medicine |
| Open Access | true |
| OA Status | hybrid |
| OA URL | https://jamanetwork.com/journals/jamaoncology/articlepdf/2771756/jamaoncology_manz_2020_oi_200077_1645626707.70326.pdf |
| OpenAlex ID | https://openalex.org/W3092799097 |
| PMID | 33057696 |
| Type | article |
| Year | 2020 |

## Paper authors

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

## Paper journal

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

## Paper primary topic

- [Cancer survivorship and care](https://scholariq.org/topics/cancer-survivorship-and-care/)

## Paper topics

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