Literature DB >> 32974930

Patient generated health data and electronic health record integration in oncologic surgery: A call for artificial intelligence and machine learning.

Laleh G Melstrom1, Andrei S Rodin2, Lorenzo A Rossi3, Paul Fu4, Yuman Fong1, Virginia Sun1,5.   

Abstract

In this review, we aim to assess the current state of science in relation to the integration of patient-generated health data (PGHD) and patient-reported outcomes (PROs) into routine clinical care with a focus on surgical oncology populations. We will also describe the critical role of artificial intelligence and machine-learning methodology in the efficient translation of PGHD, PROs, and traditional outcome measures into meaningful patient care models.
© 2020 Wiley Periodicals LLC.

Entities:  

Keywords:  artificial intelligence; biometrics; machine learning in surgery; patient-reported outcomes; telehealth

Mesh：

Year:  2020        PMID： 32974930      PMCID： PMC7945992          DOI： 10.1002/jso.26232

Source DB:  PubMed          Journal:  J Surg Oncol        ISSN： 0022-4790            Impact factor:   3.454


  61 in total

1.  A prospective study of the feasibility and acceptability of a Web-based, electronic patient-reported outcome system in assessing patient recovery after major gynecologic cancer surgery.

Authors:  Vaagn Andikyan; Youssef Rezk; M Heather Einstein; Gina Gualtiere; Mario M Leitao; Yukio Sonoda; Nadeem R Abu-Rustum; Richard R Barakat; Ethan M Basch; Dennis S Chi
Journal:  Gynecol Oncol       Date:  2012-08-04       Impact factor: 5.482

2.  Overall Survival Results of a Trial Assessing Patient-Reported Outcomes for Symptom Monitoring During Routine Cancer Treatment.

Authors:  Ethan Basch; Allison M Deal; Amylou C Dueck; Howard I Scher; Mark G Kris; Clifford Hudis; Deborah Schrag
Journal:  JAMA       Date:  2017-07-11       Impact factor: 56.272

3.  Using machine learning methods for predicting inhospital mortality in patients undergoing open repair of abdominal aortic aneurysm.

Authors:  Ana Monsalve-Torra; Daniel Ruiz-Fernandez; Oscar Marin-Alonso; Antonio Soriano-Payá; Jaime Camacho-Mackenzie; Marisol Carreño-Jaimes
Journal:  J Biomed Inform       Date:  2016-07-06       Impact factor: 6.317

4.  TLC-Asthma: an integrated information system for patient-centered monitoring, case management, and point-of-care decision support.

Authors:  William G Adams; Anne L Fuhlbrigge; Charles W Miller; Celeste G Panek; Yangsoon Gi; Kathleen C Loane; Nancy E Madden; Anne M Plunkett; Robert H Friedman
Journal:  AMIA Annu Symp Proc       Date:  2003

5.  How Many Steps Per Day are Necessary to Prevent Postoperative Complications Following Hepato-Pancreato-Biliary Surgeries for Malignancy?

Authors:  Hiroki Nakajima; Yukihiro Yokoyama; Takayuki Inoue; Motoki Nagaya; Yota Mizuno; Azusa Kayamoto; Yoshihiro Nishida; Masato Nagino
Journal:  Ann Surg Oncol       Date:  2020-01-23       Impact factor: 5.344

6.  Can We Improve Prediction of Adverse Surgical Outcomes? Development of a Surgical Complexity Score Using a Novel Machine Learning Technique.

Authors:  J Madison Hyer; Susan White; Jordan Cloyd; Mary Dillhoff; Allan Tsung; Timothy M Pawlik; Aslam Ejaz
Journal:  J Am Coll Surg       Date:  2019-10-28       Impact factor: 6.113

7.  Predictors of eHealth usage: insights on the digital divide from the Health Information National Trends Survey 2012.

Authors:  Emily Kontos; Kelly D Blake; Wen-Ying Sylvia Chou; Abby Prestin
Journal:  J Med Internet Res       Date:  2014-07-16       Impact factor: 5.428

8.  SMART on FHIR: a standards-based, interoperable apps platform for electronic health records.

Authors:  Joshua C Mandel; David A Kreda; Kenneth D Mandl; Isaac S Kohane; Rachel B Ramoni
Journal:  J Am Med Inform Assoc       Date:  2016-02-17       Impact factor: 4.497

9.  Translational bioinformatics in the era of real-time biomedical, health care and wellness data streams.

Authors:  Khader Shameer; Marcus A Badgeley; Riccardo Miotto; Benjamin S Glicksberg; Joseph W Morgan; Joel T Dudley
Journal:  Brief Bioinform       Date:  2016-02-14       Impact factor: 11.622

10.  A pilot study of patient-centered outcome assessment using PROMIS for patients undergoing colorectal surgery.

Authors:  Traci L Hedrick; Amy M Harrigan; Robert H Thiele; Charles M Friel; Benjamin D Kozower; George J Stukenborg
Journal:  Support Care Cancer       Date:  2017-04-24       Impact factor: 3.603
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  3 in total

Review 1.  Anomaly Detection Framework for Wearables Data: A Perspective Review on Data Concepts, Data Analysis Algorithms and Prospects.

Authors:  Jithin S Sunny; C Pawan K Patro; Khushi Karnani; Sandeep C Pingle; Feng Lin; Misa Anekoji; Lawrence D Jones; Santosh Kesari; Shashaanka Ashili
Journal:  Sensors (Basel)       Date:  2022-01-19       Impact factor: 3.576

2.  Current Status of Out-of-Hospital Management of Cancer Patients and Awareness of Internet Medical Treatment: A Questionnaire Survey.

Authors:  Shuang Dai; Xiaoqin Liu; Xi Chen; Jun Bie; Chi Du; Jidong Miao; Ming Jiang
Journal:  Front Public Health       Date:  2021-12-14

Review 3.  Lack of Acceptance of Digital Healthcare in the Medical Market: Addressing Old Problems Raised by Various Clinical Professionals and Developing Possible Solutions.

Authors:  Jong Il Park; Hwa Young Lee; Hyunah Kim; Jisan Lee; Jiwon Shinn; Hun-Sung Kim
Journal:  J Korean Med Sci       Date:  2021-09-27       Impact factor: 2.153
  3 in total

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