Literature DB >> 29237237

Clinical judgement in the era of big data and predictive analytics.

Benjamin Chin-Yee1, Ross Upshur2.   

Abstract

Clinical judgement is a central and longstanding issue in the philosophy of medicine which has generated significant interest over the past few decades. In this article, we explore different approaches to clinical judgement articulated in the literature, focusing in particular on data-driven, mathematical approaches which we contrast with narrative, virtue-based approaches to clinical reasoning. We discuss the tension between these different clinical epistemologies and further explore the implications of big data and machine learning for a philosophy of clinical judgement. We argue for a pluralistic, integrative approach, and demonstrate how narrative, virtue-based clinical reasoning will remain indispensable in an era of big data and predictive analytics.
© 2017 John Wiley & Sons, Ltd.

Keywords:  artificial intelligence; big data; clinical epistemology; clinical judgement; evidence-based medicine; machine learning; medical education; narrative medicine; person-centred medicine; philosophy of medicine; predictive analytics

Mesh:

Year:  2017        PMID: 29237237     DOI: 10.1111/jep.12852

Source DB:  PubMed          Journal:  J Eval Clin Pract        ISSN: 1356-1294            Impact factor:   2.431


  8 in total

1.  Considerations for Designing EHR-Embedded Clinical Decision Support Systems for Antimicrobial Stewardship in Pediatric Emergency Departments.

Authors:  Mustafa Ozkaynak; Noel Metcalf; Daniel M Cohen; Larissa S May; Peter S Dayan; Rakesh D Mistry
Journal:  Appl Clin Inform       Date:  2020-09-09       Impact factor: 2.342

2.  Development and Validation of a Machine Learning Model for Automated Assessment of Resident Clinical Reasoning Documentation.

Authors:  Verity Schaye; Benedict Guzman; Jesse Burk-Rafel; Marina Marin; Ilan Reinstein; David Kudlowitz; Louis Miller; Jonathan Chun; Yindalon Aphinyanaphongs
Journal:  J Gen Intern Med       Date:  2022-06-16       Impact factor: 6.473

Review 3.  The burnout construct with reference to healthcare providers: A narrative review.

Authors:  Razia Ag Khammissa; Simon Nemutandani; Sindisiwe Londiwe Shangase; Gal Feller; Johan Lemmer; Liviu Feller
Journal:  SAGE Open Med       Date:  2022-03-14

Review 4.  Artificial Intelligence Education and Tools for Medical and Health Informatics Students: Systematic Review.

Authors:  A Hasan Sapci; H Aylin Sapci
Journal:  JMIR Med Educ       Date:  2020-06-30

Review 5.  Student progress decision-making in programmatic assessment: can we extrapolate from clinical decision-making and jury decision-making?

Authors:  Mike Tweed; Tim Wilkinson
Journal:  BMC Med Educ       Date:  2019-05-30       Impact factor: 2.463

Review 6.  Conceptualising fairness: three pillars for medical algorithms and health equity.

Authors:  Laura Sikstrom; Marta M Maslej; Katrina Hui; Zoe Findlay; Daniel Z Buchman; Sean L Hill
Journal:  BMJ Health Care Inform       Date:  2022-01

7.  Explanatory pragmatism: a context-sensitive framework for explainable medical AI.

Authors:  Rune Nyrup; Diana Robinson
Journal:  Ethics Inf Technol       Date:  2022-02-28

Review 8.  Judgment and decision-making in clinical dentistry.

Authors:  Liviu Feller; Johan Lemmer; Mbulaheni Simon Nemutandani; Raoul Ballyram; Razia Abdool Gafaar Khammissa
Journal:  J Int Med Res       Date:  2020-11       Impact factor: 1.671

  8 in total

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