The illusion of safety: A report to the FDA on AI healthcare product approvals by Rawan Abulibdeh, Leo Anthony Celi, Ervin Sejdić

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Preventing unrestricted and unmonitored AI experimentation in healthcare through transparency and accountability by Donnella S. Comeau, Danielle S. Bitterman, Leo Anthony Celi

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Regulating medical AI before midnight strikes: Addressing bias, data fidelity, and implementation challenges. by Cameron J Sabet, Ketan Tamirisa, Danielle Sara Bitterman, Leo Anthony Celi

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Equity in essence: a call for operationalising fairness in machine learning for healthcare by Leo Anthony Celi, Liam G McCoy, Marzyeh Ghassemi, Judy Wawira Gichoya

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Artificial intelligence in healthcare: Opportunities come with landmines by Leo Anthony Celi, Yu-Chuan (Jack) Li, Usman Iqbal, Yi-Hsin Elsa Hsu

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Step-by-step causal analysis of EHRs to ground decision-making. by Matthieu Doutreligne, Tristan Struja, Judith Abecassis, Claire Morgand, Leo Anthony Celi, Gaël Varoquaux

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Machine learning analysis of cardiovascular risk factors and their associations with hearing loss by Ali Nabavi, Farimah Safari, Ali Faramarzi, Mohammad Kashkooli, Meskerem Aleka Kebede, Tesfamariam Aklilu, Leo Anthony Celi

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Machine learning in dentistry: a scoping review. by Shrey Lakhotia, Hormazd Godrej, Amandeep Kaur, Chaitanya Sai Nutakki, Michelle Mun, Pascal Eber, Leo Anthony Celi

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Machine learning in dentistry: a scoping review by Shrey Lakhotia, Hormazd Godrej, Amandeep Kaur, Chaitanya Sai Nutakki, Michelle Mun, Pascal Eber, Leo Anthony Celi

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Potential source of bias in AI models: lactate measurement in the ICU in sepsis patients as a template by Pratiksha Pradhan, Pratiksha Pradhan, Fredrik Willumsen Haug, Fredrik Willumsen Haug, Nebal S. Abu Hussein, Nebal S. Abu Hussein, Dana Moukheiber, Lama Moukheiber, Mira Moukheiber, Sulaiman Moukheiber, Luca Leon Weishaupt, Jacob G. Ellen, Helen D'Couto, Ishan C. Williams, Leo Anthony Celi, Leo Anthony Celi, Leo Anthony Celi, Joao Matos, Joao Matos, Joao Matos, Tristan Struja, Tristan Struja, Tristan Struja

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Underdiagnosis Bias Mitigation With Expert Foundation Model’s Representation by Gebreyowhans H. Bahre, Hassan Hamidi, Andrew B. Sellergren, Alessandro Quarta, Leo Anthony Celi, Francesco Calimeri, Laleh Seyyed-Kalantari

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The Data Artifacts Glossary: a community-based repository for bias on health datasets by Rodrigo R. Gameiro, Naira Link Woite, Christopher M. Sauer, Sicheng Hao, Chrystinne Oliveira Fernandes, Anna E. Premo, Alice Rangel Teixeira, Isabelle Resli, An-Kwok Ian Wong, Leo Anthony Celi

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Building health systems capable of leveraging AI: applying Paul Farmer’s 5S framework for equitable global health by Liam G. McCoy, Azra Bihorac, Leo Anthony Celi, Matthew Elmore, Divya Kewalramani, Teddy Kwaga, Nicole Martinez-Martin, Renata Prôa, Joel Schamroth, Jonathan D. Shaffer, Alaa Youssef, Amelia Fiske

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Health literacy is much more than knowing about health; it also involves the emotions experienced during illness. by Felipe Cezar Cabral, Maria Eulália Vinadé Chagas, Gabriela de Oliveira Laguna Silva, Guilherme Alcides Flores Soares Rollin, Mariana Giordano Cordoni, Lindayane Debom Motta, Leo Anthony Celi, Taís de Campos Moreira

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Health literacy is much more than knowing about health; it also involves the emotions experienced during illness by Felipe Cezar Cabral, Maria Eulália Vinadé Chagas, Gabriela de Oliveira Laguna Silva, Guilherme Alcides Flores Soares Rollin, Mariana Giordano Cordoni, Lindayane Debom Motta, Leo Anthony Celi, Taís de Campos Moreira

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GRACE-ICU: A multimodal nomogram-based approach for illness severity assessment of older adults in the ICU by Xiaoli Liu, Wesley Yeung, Ziyue Chen, Sicheng Hao, Zhicheng Yang, Xiaowei Sun, Chao Liu, Zhi Mao, Muyang Yan, Wei Yan, Desen Cao, Mengling Feng, Deyu Li, Zhengbo Zhang, Leo Anthony Celi

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Technological Solutions to Improve Inpatient Handover in the Era of Artificial Intelligence: Scoping Review by Louis Agha-Mir-Salim, Isabelle Rose Alberto, Nicole Rose Alberto, Leo Anthony Celi, Pia Gabrielle Alfonso, Rachel Hicklen, Katelyn Legaspi, Rajiv Hans Menghrajani, Faye Yu Ng, Patricia Therese Pile, Christopher M Sauer

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Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europ... by Xiaoli Liu, Leo Anthony Celi, Haoran Xu, Louis Agha-Mir-Salim, Zachary O’Brien, Dora C Huang, Peiyao Li, Josep Gómez, Tongbo Liu, Wesley Yeung, Patrick Thoral, Paul Elbers, Zhengbo Zhang, María Bodí Saera

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Mortality Prediction Performance Under Geographical, Temporal, and COVID-19 Pandemic Dataset Shift: External Validation of the Global Open-Source Severity of Illness Score Model by Takeshi Tohyama, MD, PhD, Liam G. McCoy, MD, MSc, Euma Ishii, MD, PhD, Sahil Sood, Jesse Raffa, PhD, Takahiro Kinoshita, MD, MPH, Leo Anthony Celi, MD, MPH, MSc, Satoru Hashimoto, MD, PhD

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Diversity in the medical research ecosystem: a descriptive scientometric analysis of over 49 000 studies and 150 000 authors published in high-impact medical journals between 2007... by Leo Anthony Celi, Jonathan Shaffer, Marie-Laure Charpignon, Liam G McCoy, Luis Filipe Nakayama, Jack Gallifant, Urvish Jain, Joao Matos, Pia Gabrielle I Alfonso, Marisa Cobanaj, Amelia Morel Fiske, Alexander J Gates, Frances Dominique V Ho, Mohammad Kashkooli, Naira Link

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