Table 1.
Sub-themes | Exemplar quotes |
---|---|
General Concepts |
‘We should be taught a healthy skepticism for AI … All AI is not created equal, and garbage in = garbage out … we need to be given the knowledge and the tools to make this assessment.’ – Student from Australia ‘The basis of how AI operates, risks and sources of errors in AI … what can AI be used for, what are the limits? What hardware is needed?’ – Student from Germany ‘What limits and opportunities AI gives us … How can we use AI to do good, and not harm, as a tool.’ – Student from Norway |
Applications in clinical medicine |
‘monitoring ICU patient stats … predicting patient outcomes … use of machine learning in order to easily diagnose a patient through imaging … surgical planning and intra-operative guidance.’ – Student from Hong Kong ‘within Primary health care… triaging who needs what level of care, follow up on NCDs and other chronic illnesses … online consultations’ – Student from Sweden ‘detection of diseases at stages where they were previously undetected … to predict … arthritis in the next five years by looking at … MRIs’ – Student from Pakistan it has the potential to recruit massive populations for studies … shown in Apple Heart Study’ – Student from Ireland ‘how it can be used with precision’ – Student from Ethiopia |
AI in LMIC |
‘low- and middle-income countries should have access to technology first … Some regions still don't have access to internet’ – Student from Morocco ‘reach out to the majority of the community’ – Student from Ethiopia ‘I also think that AI will be used to increase healthcare access/reach in underserved populations …’ – Student from Australia |
Patient Safety | ‘reduce medical error … identifying … skin lesions etc.’ – Student from Ireland |
Computer science |
‘how to code … build AI health related algorithms’ – Student from Burkina Faso ‘how the algorithms are developed and trained to understand … the results, and also how to mitigate … bias.’ – Student from the UK ‘the methods used to develop AI algorithms … [to] critically think about the outputs.’ – Student from the United States ‘how the system integrates and works in the medical system’ – Student from India |
Scepticism | ‘It could be used for general diagnosis … but a health care worker (physician) will still always be required to assess the border line cases ….’ – Student from Iceland ‘to ensure that they do not unintentionally cause discrimination or worsening of health outcomes for vulnerable populations … There is great potential for good but also great potential for harm.’ – Student from Australia |
Big Data | ‘How to use technology to stock information, to organize data and to analyse it.’ – Student from Morocco |