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| 1 | Artificial intelligence applications in inflammatory bowel disease:Emerging technologies and future directions显示文摘Inflammatory bowel disease(IBD)is a complex and multifaceted disorder of the gastrointestinal tract that is increasing in incidence worldwide and associated with significant morbidity.The rapid accumulation of large datasets from electronic health records,high-definition multi-omics(including genomics,proteomics,transcriptomics,and metagenomics),and imaging modalities(endoscopy and endomicroscopy)have provided powerful tools to unravel novel mechanistic insights and help address unmet clinical needs in IBD.Although the application of artificial intelligence(AI)methods has facilitated the analysis,integration,and interpretation of large datasets in IBD,significant heterogeneity in AI methods,datasets,and clinical outcomes and the need for unbiased prospective validations studies are current barriers to incorporation of AI into clinical practice.The purpose of this review is to summarize the most recent advances in the application of AI and machine learning technologies in the diagnosis and risk prediction,assessment of disease severity,and prediction of clinical outcomes in patients with IBD. | John Gubatan Steven Levitte Akshar Patel Tatiana Balabanis Mike T Wei Sidhartha R Sinha | 2021 | World Journal of Gastroenterology2021，27，17： | 2 |
| 2 | Mixing in a Taylor-Couette reactor in the non-wavy flow regime显示文摘 | Dusting J Balabani S | 2009 | Chemical Engineering Science2009，64，： | 1 |
| 3 | Domestic country bias, country of origin effect, and consumer ethnocen- trism 显示文摘 | Balabanis G and Diamantopoulos A | 2004 | Academy of Marketing Science Journal2004，32，1： | 1 |
| 4 | Consumer Attitudes towards Multi-Channelretailers' Web Sites:the Role of Involvement,Brand Attitude,Internetknowledge and Visit Duration显示文摘 | Balabanis G L.R.Nina | | 0，，2： | 1 |
| 5 | Bases of e-store loyalty:Perceived switching barriers and satisfaction显示文摘 | Balabanis G Reynolds N Sirmntiras A | 2006 | Journal of Business Research2006，59，2： | 1 |
| 6 | Machine Learning in Predicting Printable Biomaterial Formulations for Direct Ink Writing显示文摘Three-dimensional(3D)printing is emerging as a transformative technology for biomedical engineering.The 3D printed product can be patient-specific by allowing customizability and direct control of the architecture.The trial-and-error approach currently used for developing the composition of printable inks is time-and resource-consuming due to the increasing number of variables requiring expert knowledge.Artificial intelligence has the potential to reshape the ink development process by forming a predictive model for printability from experimental data.In this paper,we constructed machine learning(ML)algorithms including decision tree,random forest(RF),and deep learning(DL)to predict the printability of biomaterials.A total of 210 formulations including 16 different bioactive and smart materials and 4 solvents were 3D printed,and their printability was assessed.All ML methods were able to learn and predict the printability of a variety of inks based on their biomaterial formulations.In particular,the RF algorithm has achieved the highest accuracy(88.1%),precision(90.6%),and F1 score(87.0%),indicating the best overall performance out of the 3 algorithms,while DL has the highest recall(87.3%).Furthermore,the ML algorithms have predicted the printability window of biomaterials to guide the ink development.The printability map generated with DL has finer granularity than other algorithms.ML has proven to be an effective and novel strategy for developing biomaterial formulations with desired 3D printability for biomedical engineering applications. | Hongyi Chen Yuanchang Liu Stavroula Balabani Ryuji Hirayama Jie Huang | 2023 | Research2023，，4： | 1 |
| 7 | Brand origin identification by consumers : A classification perspective 显示文摘 | Balabanis G Diamantopoulos A | 2008 | Journal of International Marketing2008，16，1： | 1 |
| 8 | Temporal stabihty of spatially measured soil water probability density function 显示文摘 | Vachaud Silan P D Balabanis | 1985 | Soil ScienceSociety of America Journal1985，49，4： | 1 |
| 9 | Measuring unethical consumer behavior across four countries显示文摘 | Balabanis G Mitchell V W Schlegelmilch B B | 2009 | Journal of Business Ethics2009，88，2： | 1 |
| 10 | Temporal stability of spatially measured soil water probability density function 显示文摘 | Vachaud G Passerat De Silans A Balabanis P | 1985 | Soil Science Society of America Journal1985，49，4： | 1 |
| 11 | Telephone counseling for smoking cessation:effects of singlesession and multiplesession in terventions显示文摘 | Zhu SH Stretch V Balabanis M | 1996 | J Consult Clin Psychol1996，64，1： | 1 |
| 12 | Temporal stability of spatially measured soil water probability density function显示文摘 | Vachaud G De Silans Passerat A Balabanis P | 1985 | Soil Science Society of America Journal1985，49，： | 1 |
| 13 | The Relationship between Lottery Ticket and Scratch - Card Buying Behavior: Personality and other Compul- sive Behaviors 显示文摘 | Balabanis George | 2002 | Journal of Consumer Behavior2002，2，1： | 1 |
| 14 | Prod- uct Cost Estimation: Technique Classification and Metcho- dology Review 显示文摘 | NIAZI Adrian DAI Jian S BALABANI Stavroula | 2006 | Journal of Manufacturing Science and Engineering2006，128，2： | 1 |
| 15 | The relationship between lottery ticket and scratch-card buying behavior: personality and other compulsive behaviors显示文摘 | BALABANIS GEORGE | 2002 | J Consumer Behavior2002，2，1： | 1 |
| 16 | Explaining variation in conspicuous luxury consumption:an individual differences ' perspective 显示文摘 | Kastanakis M N Balabanis G | 2014 | Journal of Business Research2014，67，10： | 1 |
| 17 | Product cost estimation : technique classification and methodology review显示文摘 | NIAZI A DAI J S BALABANI S | 2006 | Journal of Manufacturing Science and Engineering2006，128，2： | 1 |
| 18 | Tailoring Online Retail Strategies to Increase Customer Satisfaction and Loyalty 显示文摘 | Souitaris V Balabanis G | 2007 | Long Range Planning2007，40，2： | 1 |
| 19 | The Relationship between Lottery Ticket and Scratch-Card Buying Behavior:Personality and other Compulsive Behaviors显示文摘 | Balabanis George | 2002 | Journal of Consumer Behavior2002，2，1： | 1 |
| 20 | Temporal stability of spatially measured soil water probability density function显示文摘 | Vachaud G Silans A P D Balabanis P | 1985 | Soil Science Society of America1985，49，： | 1 |
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