Monash University
Browse

Embargoed and Restricted Access

Reason: Under embargo until 7 September 2024. After this date a copy can be supplied under Section 51(2) of the Australian Copyright Act 1968 by submitting a document delivery request through your library

Use of Artificial Intelligence in the real-world dermatology setting

thesis
posted on 2023-09-07, 03:23 authored by CLAIRE MARGARET FELMINGHAM
This thesis investigates the use of Artificial Intelligence (AI) for skin cancer diagnosis. It explores how personality characteristics, cognitive styles and biases may impact adoption and safety of an AI diagnostic tool. An interventional trial found that the AI diagnosed skin lesions with high accuracy, comparable to dermatologists. The AI also improved the diagnostic accuracy of less experienced clinicians. An online reader study and survey demonstrated that clinicians have high confidence in the AI and perceive it to be useful. Clinicians who change their diagnoses more often after interacting with the AI have less dermatology experience and higher agreeableness.

History

Principal supervisor

Victoria Mar

Additional supervisor 1

Nikki Adler

Additional supervisor 2

Zongyuan Ge

Year of Award

2023

Department, School or Centre

Public Health and Preventive Medicine

Additional Institution or Organisation

Department of Epidemiology and Preventive Medicine

Course

Master of Philosophy

Degree Type

MPHIL

Faculty

Faculty of Medicine, Nursing and Health Sciences

Usage metrics

    Faculty of Medicine, Nursing and Health Sciences Theses

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC