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| 1 | Emerging artificial intelligence applications in liver magnetic resonance imaging显示文摘Chronic liver diseases(CLDs)are becoming increasingly more prevalent in modern society.The use of imaging techniques for early detection,such as magnetic resonance imaging(MRI),is crucial in reducing the impact of these diseases on healthcare systems.Artificial intelligence(AI)algorithms have been shown over the past decade to excel at image-based analysis tasks such as detection and segmentation.When applied to liver MRI,they have the potential to improve clinical decision making,and increase throughput by automating analyses.With Liver diseases becoming more prevalent in society,the need to implement these techniques to utilize liver MRI to its full potential,is paramount.In this review,we report on the current methods and applications of AI methods in liver MRI,with a focus on machine learning and deep learning methods.We assess four main themes of segmentation,classification,image synthesis and artefact detection,and their respective potential in liver MRI and the wider clinic.We provide a brief explanation of some of the algorithms used and explore the current challenges affecting the field.Though there are many hurdles to overcome in implementing AI methods in the clinic,we conclude that AI methods have the potential to positively aid healthcare professionals for years to come. | Charles E Hill Luca Biasiolli Matthew D Robson Vicente Grau Michael Pavlides | 2021 | World Journal of Gastroenterology2021，27，40： | 2 |
| 2 | CD133,a novel marker for human prostatic epithelial stem cells显示文摘 | Richardson G D Robson C N Lang S H Neal D E Maitland N J Collins A T | 2004 | J Cell Sci2004，117，16： | 1 |
| 3 | Surgical and nonsurgical manage- ment of lumbar spinal stenosis: four - year outcomes from the Maine lumbar spine study显示文摘 | Atlas S J Keller RB Robson D | 2000 | Spine2000，25，： | 1 |
| 4 | A new and highly efficient grubbs initiator for ring-opening metathesis polymerization显示文摘 | Robson D A Gibson V C Davies R G | 1999 | Macromolecules1999，32，19： | 1 |
| 5 | Root hair length determines beneficial effect of a Glomus species on shoot growth of some pasture species 显示文摘 | Schweiger P F Robson A D Barrow N J | 1995 | New Phytologist1995，131，： | 1 |
| 6 | Surgical and nonsurgi cal management of lumber spinal stenosis:four-year outcomes from the maine lumbar spine study显示文摘 | Atlas S J Keller R B Robson D | 2000 | Spine2000，25，5： | 1 |
| 7 | The effect of phosphorus on the formation of hyphae in soil by vesicular mycorrhizal fungus ,Glomus fasciculatum显示文摘 | Abbott L K Robson A D Boer G | 1984 | New phytologist1984，97，： | 1 |
| 8 | Development of swarm transport theory in radio frequency electric and crossed electric and magnetic fields显示文摘 | White R D Ness K F Robson R E | 2002 | Applied Surface Science2002，192，14： | 1 |
| 9 | Extension of the Nmodelto predict competing homogeneous and heterogeneous precipitation in Al-Sc alloys显示文摘 | Robson J D Jonesl M J | 2003 | Acta Materialia2003，51，： | 1 |
| 10 | Single oral dose pharmacokinetics of erythromycin and roxithromycin and the effects of chronic dosing显示文摘 | Birkert D J Robson R A Grgurinovich N | 1990 | Ther Drug Monit1990，12，1： | 1 |
| 11 | Catch curves andmoritality rates显示文摘 | ROBSON D S CHPMNA D G | 1961 | Trans Am Fish Soc1961，90，： | 1 |
| 12 | Dispersoid precipitation and process modeling in zirconium containing commercial alu- minum alloy显示文摘 | ROBSON J D PRANGNELL P B | 2001 | Acta Materialia2001，49，4： | 1 |
| 13 | Particle effect on re- crystallization in magnesium-manganese alloys: particle pinning 显示文摘 | ROBSON J D HENRY D T DAVIS B | 2011 | Materials Science and Engineering: A2011，528，12： | 1 |
| 14 | Ability of coldtolerant plants to grow in hydrocarbon contaminated soil显示文摘 | Robson D B Knight J D Farrell R E | 2003 | Int J Phytoremediation2003，5，： | 1 |
| 15 | Analysis of the accuracy and implications of simple method for predicting the secondary structure of globular proteins显示文摘 | Gamier J Osguthorpe D J Robson B | 1978 | J Mol Biol1978，120，1： | 1 |
| 16 | Three-dimensional modelling of a Microeystis bloom event in the Swan River estuary, Western Australia 显示文摘 | Robson B J Hamilton D P | 2004 | Ecological Modelling2004，174，： | 1 |
| 17 | A micronetralization test for canine distemper virus显示文摘 | Appel M Robson D S | | 0，，： | 1 |
| 18 | Dispersoid precipitation andprocess modeling in zirconium containing commercialaluminium alloys 显示文摘 | ROBSON J D PRANGNELL P B | 2001 | Acta Materialia2001，49，4： | 1 |
| 19 | Analysis of the accuracy and implications of simple methods for predicting the secondary structure of globular proteins显示文摘 | Gamier J Osguthorpe D J Robson B | 1978 | J Mol Bio1978，120，： | 1 |
| 20 | The use of LYVE-1 antibody for detecting lymphatic involvement in patients with malignant melanoma of known sentinel node status显示文摘 | Sahni D Robson A Orchard G | 2005 | J Clin Pathol2005，58，7： | 1 |
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