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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Vasey, B, Ursprung, S, Beddoe, B, Taylor, EH, Marlow, N, Bilbro, N, Watkinson, P, McCulloch, P
Μορφή:	Journal article
Γλώσσα:	English
Έκδοση:	American Medical Association 2021

Παρόμοια τεκμήρια

Teaching evidence-based decision-making.
ανά: Sevdalis, N, κ.ά.
Έκδοση: (2006)

Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
ανά: Vasey, B, κ.ά.
Έκδοση: (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
ανά: Vasey, B
Έκδοση: (2023)

Clinician-centric diagnosis of rare genetic diseases: performance of a gene pertinence metric in decision support for clinicians
ανά: Michael M. Segal, κ.ά.
Έκδοση: (2020-07-01)

How machine learning is embedded to support clinician decision making: an analysis of FDA-approved medical devices
ανά: Enrico Coiera, κ.ά.
Έκδοση: (2021-03-01)

ASQ3 and/or the Bayley-III to support clinicians' decision making.
ανά: Robin Mackin, κ.ά.
Έκδοση: (2017-01-01)

An Evidence-Based Decision Support Framework for Clinician Medical Scheduling
ανά: Minsu Cho, κ.ά.
Έκδοση: (2019-01-01)

Clinicians’ diagnostic practice of dengue infections
ανά: Ng, C., κ.ά.
Έκδοση: (2007)

Achieving large-scale clinician adoption of AI-enabled decision support
ανά: Paul Lane, κ.ά.
Έκδοση: (2024-04-01)

A survey of factors affecting clinician acceptance of clinical decision support
ανά: Krall Michael A, κ.ά.
Έκδοση: (2006-02-01)

Clinician Perceptions on Using Decision Tools to Support Prediction-Based Shared Decision Making for Lung Cancer Screening
ανά: Sarah E. Skurla, κ.ά.
Έκδοση: (2024-05-01)

Understanding farmers' reasons behind mitigation decisions is key in supporting their coexistence with wildlife
ανά: Susanne Marieke Vogel, κ.ά.
Έκδοση: (2022-10-01)

Clinician perspectives on clinical decision support systems in lung cancer: Implications for shared decision‐making
ανά: Anshu Ankolekar, κ.ά.
Έκδοση: (2022-08-01)

Decision boxes for clinicians to support evidence-based practice and shared decision making: the user experience
ανά: Giguere Anik, κ.ά.
Έκδοση: (2012-08-01)

DECIDE-AI: new reporting guidelines to bridge the development-to-implementation gap in clinical artificial intelligence
ανά: Vasey, B, κ.ά.
Έκδοση: (2021)

The Clinician's Guide to the Machine Learning Galaxy
ανά: Lin Shen, κ.ά.
Έκδοση: (2021-04-01)

A comparison between clinical decision support system and clinicians in breast cancer
ανά: Jianbin Li, κ.ά.
Έκδοση: (2023-05-01)

Making machine learning matter to clinicians: model actionability in medical decision-making
ανά: Daniel E. Ehrmann, κ.ά.
Έκδοση: (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
ανά: Peter McCulloch, κ.ά.
Έκδοση: (2022-10-01)

Integrating clinicians, knowledge and data: expert-based cooperative analysis in healthcare decision support
ανά: García-Alonso Carlos, κ.ά.
Έκδοση: (2010-09-01)

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

Clinician preferences for computerised clinical decision support for medications in primary care: a focus group study
ανά: Katy E Trinkley, κ.ά.
Έκδοση: (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
ανά: Stina Matthiesen, κ.ά.
Έκδοση: (2021-11-01)

How Clinicians Perceive Artificial Intelligence–Assisted Technologies in Diagnostic Decision Making: Mixed Methods Approach
ανά: Hyeyoung Hah, κ.ά.
Έκδοση: (2021-12-01)

Clinician Responses to a Clinical Decision Support Advisory for High Risk of Torsades de Pointes
ανά: Tyler Gallo, κ.ά.
Έκδοση: (2022-06-01)

Design and Testing of an EHR-Integrated, Busulfan Pharmacokinetic Decision Support Tool for the Point-of-Care Clinician.
ανά: Susan M. Abdel-Rahman, κ.ά.
Έκδοση: (2016-03-01)

Holistic Human-Serving Digitization of Health Care Needs Integrated Automated System-Level Assessment Tools
ανά: Cindy Welzel, κ.ά.
Έκδοση: (2023-12-01)

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

Probabilistic novelty detection with support vector machines
ανά: Clifton, L, κ.ά.
Έκδοση: (2014)

Diagnostics of Gastrointestinal Motility and Function: Update for Clinicians
ανά: Amir Mari
Έκδοση: (2022-11-01)

Cross-sectional observational study of the availability of evidence supporting novel implantable devices used in gastrointestinal surgery.
ανά: Chapman, S, κ.ά.
Έκδοση: (2017)

Unassisted Clinicians Versus Deep Learning–Assisted Clinicians in Image-Based Cancer Diagnostics: Systematic Review With Meta-analysis
ανά: Peng Xue, κ.ά.
Έκδοση: (2023-03-01)

Diagnostic thinking and information used in clinical decision-making: a qualitative study of expert and student dental clinicians
ανά: Garetto Lawrence, κ.ά.
Έκδοση: (2010-05-01)

The evidence supporting WHO recommendations on the promotion of hand hygiene: a critique
ανά: Patrick Bolton, κ.ά.
Έκδοση: (2018-12-01)

Decision support from local data: Creating adaptive order menus from past clinician behavior
ανά: Klann, Jeffrey G., κ.ά.
Έκδοση: (2016)

Understanding Clinician Macrocognition to Inform the Design of a Congenital Heart Disease Clinical Decision Support System
ανά: Azadeh Assadi, κ.ά.
Έκδοση: (2022-02-01)

Use and acceptability of an asthma diagnosis clinical decision support system for primary care clinicians: an observational mixed methods study
ανά: Daines, L, κ.ά.
Έκδοση: (2024)

User testing of a diagnostic decision support system with machine-assisted chart review to facilitate clinical genomic diagnosis
ανά: Conner Jenkins, κ.ά.
Έκδοση: (2021-03-01)

Systematic review of minimally invasive resection for gastro-oesophageal cancer.
ανά: Gemmill, E, κ.ά.
Έκδοση: (2007)

Defining excellence: next steps for practicing clinicians seeking to prevent diagnostic error
ανά: Paul N. Foster, κ.ά.
Έκδοση: (2016-09-01)