Association of clinician diagnostic performance with machine learning-based decision support systems: a systematic review

Association of clinician diagnostic performance with machine learning-based decision support systems: a systematic review

<p><strong>Importance:</strong> An increasing number of machine learning (ML)-based clinical decision support systems (CDSSs) are described in the medical literature, but this research focuses almost entirely on comparing CDSS directly with clinicians (human vs computer). Little is...

Volledige beschrijving

Bibliografische gegevens
Hoofdauteurs:	Vasey, B, Ursprung, S, Beddoe, B, Taylor, EH, Marlow, N, Bilbro, N, Watkinson, P, McCulloch, P
Formaat:	Journal article
Taal:	English
Gepubliceerd in:	American Medical Association 2021

Gelijkaardige items

Teaching evidence-based decision-making.
door: Sevdalis, N, et al.
Gepubliceerd in: (2006)

Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
door: Vasey, B, et al.
Gepubliceerd in: (2022)

Early development of decision support systems based on artificial intelligence: an application to postoperative complications and a cross-specialty reporting guideline for early-stage clinical evaluation
door: Vasey, B
Gepubliceerd in: (2023)

Clinician-centric diagnosis of rare genetic diseases: performance of a gene pertinence metric in decision support for clinicians
door: Michael M. Segal, et al.
Gepubliceerd in: (2020-07-01)

How machine learning is embedded to support clinician decision making: an analysis of FDA-approved medical devices
door: Enrico Coiera, et al.
Gepubliceerd in: (2021-03-01)

ASQ3 and/or the Bayley-III to support clinicians' decision making.
door: Robin Mackin, et al.
Gepubliceerd in: (2017-01-01)

An Evidence-Based Decision Support Framework for Clinician Medical Scheduling
door: Minsu Cho, et al.
Gepubliceerd in: (2019-01-01)

Clinicians’ diagnostic practice of dengue infections
door: Ng, C., et al.
Gepubliceerd in: (2007)

Achieving large-scale clinician adoption of AI-enabled decision support
door: Paul Lane, et al.
Gepubliceerd in: (2024-04-01)

A survey of factors affecting clinician acceptance of clinical decision support
door: Krall Michael A, et al.
Gepubliceerd in: (2006-02-01)

Clinician Perceptions on Using Decision Tools to Support Prediction-Based Shared Decision Making for Lung Cancer Screening
door: Sarah E. Skurla, et al.
Gepubliceerd in: (2024-05-01)

Understanding farmers' reasons behind mitigation decisions is key in supporting their coexistence with wildlife
door: Susanne Marieke Vogel, et al.
Gepubliceerd in: (2022-10-01)

Clinician perspectives on clinical decision support systems in lung cancer: Implications for shared decision‐making
door: Anshu Ankolekar, et al.
Gepubliceerd in: (2022-08-01)

Decision boxes for clinicians to support evidence-based practice and shared decision making: the user experience
door: Giguere Anik, et al.
Gepubliceerd in: (2012-08-01)

DECIDE-AI: new reporting guidelines to bridge the development-to-implementation gap in clinical artificial intelligence
door: Vasey, B, et al.
Gepubliceerd in: (2021)

The Clinician's Guide to the Machine Learning Galaxy
door: Lin Shen, et al.
Gepubliceerd in: (2021-04-01)

A comparison between clinical decision support system and clinicians in breast cancer
door: Jianbin Li, et al.
Gepubliceerd in: (2023-05-01)

Making machine learning matter to clinicians: model actionability in medical decision-making
door: Daniel E. Ehrmann, et al.
Gepubliceerd in: (2023-01-01)

Examining the empirical evidence for IDEAL 2b studies: the effects of preceding prospective collaborative cohort studies on the quality and impact of subsequent randomized controlled trials of surgical innovations – protocol for a systematic review and case–control analysis
door: Peter McCulloch, et al.
Gepubliceerd in: (2022-10-01)

Integrating clinicians, knowledge and data: expert-based cooperative analysis in healthcare decision support
door: García-Alonso Carlos, et al.
Gepubliceerd in: (2010-09-01)

Factors influencing clinicians' willingness to use an AI-based clinical decision support system
door: Avishek Choudhury
Gepubliceerd in: (2022-08-01)

Clinician preferences for computerised clinical decision support for medications in primary care: a focus group study
door: Katy E Trinkley, et al.
Gepubliceerd in: (2019-12-01)

Clinician Preimplementation Perspectives of a Decision-Support Tool for the Prediction of Cardiac Arrhythmia Based on Machine Learning: Near-Live Feasibility and Qualitative Study
door: Stina Matthiesen, et al.
Gepubliceerd in: (2021-11-01)

How Clinicians Perceive Artificial Intelligence–Assisted Technologies in Diagnostic Decision Making: Mixed Methods Approach
door: Hyeyoung Hah, et al.
Gepubliceerd in: (2021-12-01)

Clinician Responses to a Clinical Decision Support Advisory for High Risk of Torsades de Pointes
door: Tyler Gallo, et al.
Gepubliceerd in: (2022-06-01)

Design and Testing of an EHR-Integrated, Busulfan Pharmacokinetic Decision Support Tool for the Point-of-Care Clinician.
door: Susan M. Abdel-Rahman, et al.
Gepubliceerd in: (2016-03-01)

Holistic Human-Serving Digitization of Health Care Needs Integrated Automated System-Level Assessment Tools
door: Cindy Welzel, et al.
Gepubliceerd in: (2023-12-01)

Decision support systems in ultrasound diagnostics
door: C.Gaindric
Gepubliceerd in: (2010-02-01)

Probabilistic novelty detection with support vector machines
door: Clifton, L, et al.
Gepubliceerd in: (2014)

Diagnostics of Gastrointestinal Motility and Function: Update for Clinicians
door: Amir Mari
Gepubliceerd in: (2022-11-01)

Cross-sectional observational study of the availability of evidence supporting novel implantable devices used in gastrointestinal surgery.
door: Chapman, S, et al.
Gepubliceerd in: (2017)

Unassisted Clinicians Versus Deep Learning–Assisted Clinicians in Image-Based Cancer Diagnostics: Systematic Review With Meta-analysis
door: Peng Xue, et al.
Gepubliceerd in: (2023-03-01)

Diagnostic thinking and information used in clinical decision-making: a qualitative study of expert and student dental clinicians
door: Garetto Lawrence, et al.
Gepubliceerd in: (2010-05-01)

The evidence supporting WHO recommendations on the promotion of hand hygiene: a critique
door: Patrick Bolton, et al.
Gepubliceerd in: (2018-12-01)

Decision support from local data: Creating adaptive order menus from past clinician behavior
door: Klann, Jeffrey G., et al.
Gepubliceerd in: (2016)

Understanding Clinician Macrocognition to Inform the Design of a Congenital Heart Disease Clinical Decision Support System
door: Azadeh Assadi, et al.
Gepubliceerd in: (2022-02-01)

Use and acceptability of an asthma diagnosis clinical decision support system for primary care clinicians: an observational mixed methods study
door: Daines, L, et al.
Gepubliceerd in: (2024)

User testing of a diagnostic decision support system with machine-assisted chart review to facilitate clinical genomic diagnosis
door: Conner Jenkins, et al.
Gepubliceerd in: (2021-03-01)

Systematic review of minimally invasive resection for gastro-oesophageal cancer.
door: Gemmill, E, et al.
Gepubliceerd in: (2007)

Defining excellence: next steps for practicing clinicians seeking to prevent diagnostic error
door: Paul N. Foster, et al.
Gepubliceerd in: (2016-09-01)