Matches in SemOpenAlex for { <https://semopenalex.org/work/W4289105306> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W4289105306 abstract "Machine learning (ML), artificial intelligence (AI) and other modern statistical methods are providing new opportunities to operationalize previously untapped and rapidly growing sources of data for patient benefit. Whilst there is a lot of promising research currently being undertaken, the literature as a whole lacks: transparency; clear reporting to facilitate replicability; exploration for potential ethical concerns; and, clear demonstrations of effectiveness. There are many reasons for why these issues exist, but one of the most important that we provide a preliminary solution for here is the current lack of ML/AI- specific best practice guidance. Although there is no consensus on what best practice looks in this field, we believe that interdisciplinary groups pursuing research and impact projects in the ML/AI for health domain would benefit from answering a series of questions based on the important issues that exist when undertaking work of this nature. Here we present 20 questions that span the entire project life cycle, from inception, data analysis, and model evaluation, to implementation, as a means to facilitate project planning and post-hoc (structured) independent evaluation. By beginning to answer these questions in different settings, we can start to understand what constitutes a good answer, and we expect that the resulting discussion will be central to developing an international consensus framework for transparent, replicable, ethical and effective research in artificial intelligence (AI-TREE) for health." @default.
- W4289105306 created "2022-08-01" @default.
- W4289105306 creator A5004792268 @default.
- W4289105306 creator A5006854100 @default.
- W4289105306 creator A5013709682 @default.
- W4289105306 creator A5023307706 @default.
- W4289105306 creator A5024920364 @default.
- W4289105306 creator A5035962814 @default.
- W4289105306 creator A5038627086 @default.
- W4289105306 creator A5044744172 @default.
- W4289105306 creator A5060891981 @default.
- W4289105306 creator A5066475421 @default.
- W4289105306 creator A5070446713 @default.
- W4289105306 creator A5076492850 @default.
- W4289105306 creator A5078135623 @default.
- W4289105306 creator A5080362125 @default.
- W4289105306 creator A5080758722 @default.
- W4289105306 creator A5081839926 @default.
- W4289105306 creator A5082997556 @default.
- W4289105306 creator A5083104697 @default.
- W4289105306 date "2018-12-21" @default.
- W4289105306 modified "2023-10-16" @default.
- W4289105306 title "Machine learning and AI research for Patient Benefit: 20 Critical Questions on Transparency, Replicability, Ethics and Effectiveness" @default.
- W4289105306 doi "https://doi.org/10.48550/arxiv.1812.10404" @default.
- W4289105306 hasPublicationYear "2018" @default.
- W4289105306 type Work @default.
- W4289105306 citedByCount "0" @default.
- W4289105306 crossrefType "posted-content" @default.
- W4289105306 hasAuthorship W4289105306A5004792268 @default.
- W4289105306 hasAuthorship W4289105306A5006854100 @default.
- W4289105306 hasAuthorship W4289105306A5013709682 @default.
- W4289105306 hasAuthorship W4289105306A5023307706 @default.
- W4289105306 hasAuthorship W4289105306A5024920364 @default.
- W4289105306 hasAuthorship W4289105306A5035962814 @default.
- W4289105306 hasAuthorship W4289105306A5038627086 @default.
- W4289105306 hasAuthorship W4289105306A5044744172 @default.
- W4289105306 hasAuthorship W4289105306A5060891981 @default.
- W4289105306 hasAuthorship W4289105306A5066475421 @default.
- W4289105306 hasAuthorship W4289105306A5070446713 @default.
- W4289105306 hasAuthorship W4289105306A5076492850 @default.
- W4289105306 hasAuthorship W4289105306A5078135623 @default.
- W4289105306 hasAuthorship W4289105306A5080362125 @default.
- W4289105306 hasAuthorship W4289105306A5080758722 @default.
- W4289105306 hasAuthorship W4289105306A5081839926 @default.
- W4289105306 hasAuthorship W4289105306A5082997556 @default.
- W4289105306 hasAuthorship W4289105306A5083104697 @default.
- W4289105306 hasBestOaLocation W42891053061 @default.
- W4289105306 hasConcept C111472728 @default.
- W4289105306 hasConcept C127413603 @default.
- W4289105306 hasConcept C138885662 @default.
- W4289105306 hasConcept C153997805 @default.
- W4289105306 hasConcept C154945302 @default.
- W4289105306 hasConcept C17744445 @default.
- W4289105306 hasConcept C184356942 @default.
- W4289105306 hasConcept C199539241 @default.
- W4289105306 hasConcept C2522767166 @default.
- W4289105306 hasConcept C2780233690 @default.
- W4289105306 hasConcept C38652104 @default.
- W4289105306 hasConcept C41008148 @default.
- W4289105306 hasConcept C539667460 @default.
- W4289105306 hasConcept C55587333 @default.
- W4289105306 hasConcept C56739046 @default.
- W4289105306 hasConcept C9354725 @default.
- W4289105306 hasConceptScore W4289105306C111472728 @default.
- W4289105306 hasConceptScore W4289105306C127413603 @default.
- W4289105306 hasConceptScore W4289105306C138885662 @default.
- W4289105306 hasConceptScore W4289105306C153997805 @default.
- W4289105306 hasConceptScore W4289105306C154945302 @default.
- W4289105306 hasConceptScore W4289105306C17744445 @default.
- W4289105306 hasConceptScore W4289105306C184356942 @default.
- W4289105306 hasConceptScore W4289105306C199539241 @default.
- W4289105306 hasConceptScore W4289105306C2522767166 @default.
- W4289105306 hasConceptScore W4289105306C2780233690 @default.
- W4289105306 hasConceptScore W4289105306C38652104 @default.
- W4289105306 hasConceptScore W4289105306C41008148 @default.
- W4289105306 hasConceptScore W4289105306C539667460 @default.
- W4289105306 hasConceptScore W4289105306C55587333 @default.
- W4289105306 hasConceptScore W4289105306C56739046 @default.
- W4289105306 hasConceptScore W4289105306C9354725 @default.
- W4289105306 hasLocation W42891053061 @default.
- W4289105306 hasLocation W42891053062 @default.
- W4289105306 hasOpenAccess W4289105306 @default.
- W4289105306 hasPrimaryLocation W42891053061 @default.
- W4289105306 hasRelatedWork W1553216965 @default.
- W4289105306 hasRelatedWork W1606764220 @default.
- W4289105306 hasRelatedWork W2990523100 @default.
- W4289105306 hasRelatedWork W3042880226 @default.
- W4289105306 hasRelatedWork W3090386316 @default.
- W4289105306 hasRelatedWork W4212899939 @default.
- W4289105306 hasRelatedWork W4307067202 @default.
- W4289105306 hasRelatedWork W4361214098 @default.
- W4289105306 hasRelatedWork W4366547485 @default.
- W4289105306 hasRelatedWork W4378515457 @default.
- W4289105306 isParatext "false" @default.
- W4289105306 isRetracted "false" @default.
- W4289105306 workType "article" @default.