Vol 10, No 2 (2022): February

Reduction of Platelet Outdating and Shortage by Forecasting Demand With Statistical Learning and Deep Neural Networks: Modeling Study

Maximilian Schilling, Lennart Rickmann, Gabriele Hutschenreuter, Cord Spreckelsen

JMIR Med Inform 2022 (Feb 01); 10(2):e29978

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Comparison of the Erectile Dysfunction Drugs Sildenafil and Tadalafil Using Patient Medication Reviews: Topic Modeling Study

Maryanne Kim, Youran Noh, Akihiko Yamada, Song Hee Hong

JMIR Med Inform 2022 (Feb 28); 10(2):e32689

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Disease Progression of Hypertrophic Cardiomyopathy: Modeling Using Machine Learning

Matej Pičulin, Tim Smole, Bojan Žunkovič, Enja Kokalj, Marko Robnik-Šikonja, Matjaž Kukar, Dimitrios I Fotiadis, Vasileios C Pezoulas, Nikolaos S Tachos, Fausto Barlocco, Francesco Mazzarotto, Dejana Popović, Lars S Maier, Lazar Velicki, Iacopo Olivotto, Guy A MacGowan, Djordje G Jakovljević, Nenad Filipović, Zoran Bosnić

JMIR Med Inform 2022 (Feb 02); 10(2):e30483

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Early Identification of Maternal Cardiovascular Risk Through Sourcing and Preparing Electronic Health Record Data: Machine Learning Study

Nawar Shara, Kelley M Anderson, Noor Falah, Maryam F Ahmad, Darya Tavazoei, Justin M Hughes, Bethany Talmadge, Samantha Crovatt, Ramon Dempers

JMIR Med Inform 2022 (Feb 10); 10(2):e34932

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Development of Deep Learning Models for Predicting In-Hospital Mortality Using an Administrative Claims Database: Retrospective Cohort Study

Hiroki Matsui, Hayato Yamana, Kiyohide Fushimi, Hideo Yasunaga

JMIR Med Inform 2022 (Feb 11); 10(2):e27936

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Panic Attack Prediction Using Wearable Devices and Machine Learning: Development and Cohort Study

Chan-Hen Tsai, Pei-Chen Chen, Ding-Shan Liu, Ying-Ying Kuo, Tsung-Ting Hsieh, Dai-Lun Chiang, Feipei Lai, Chia-Tung Wu

JMIR Med Inform 2022 (Feb 15); 10(2):e33063

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Early Prediction of Functional Outcomes After Acute Ischemic Stroke Using Unstructured Clinical Text: Retrospective Cohort Study

Sheng-Feng Sung, Cheng-Yang Hsieh, Ya-Han Hu

JMIR Med Inform 2022 (Feb 17); 10(2):e29806

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The Application and Comparison of Machine Learning Models for the Prediction of Breast Cancer Prognosis: Retrospective Cohort Study

Jialong Xiao, Miao Mo, Zezhou Wang, Changming Zhou, Jie Shen, Jing Yuan, Yulian He, Ying Zheng

JMIR Med Inform 2022 (Feb 18); 10(2):e33440

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Automatically Explaining Machine Learning Predictions on Severe Chronic Obstructive Pulmonary Disease Exacerbations: Retrospective Cohort Study

Siyang Zeng, Mehrdad Arjomandi, Gang Luo

JMIR Med Inform 2022 (Feb 25); 10(2):e33043

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Electricity, Computing Hardware, and Internet Infrastructures in Health Facilities in Sierra Leone: Field Mapping Study

Emeka Chukwu, Lalit Garg, Edward Foday, Abdul Konomanyi, Royston Wright, Francis Smart

JMIR Med Inform 2022 (Feb 03); 10(2):e30040

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Operationalizing and Implementing Pretrained, Large Artificial Intelligence Linguistic Models in the US Health Care System: Outlook of Generative Pretrained Transformer 3 (GPT-3) as a Service Model

Emre Sezgin, Joseph Sirrianni, Simon L Linwood

JMIR Med Inform 2022 (Feb 10); 10(2):e32875

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A Free, Open-Source, Offline Digital Health System for Refugee Care

Henry Ashworth, Senan Ebrahim, Hassaan Ebrahim, Zahra Bhaiwala, Michael Chilazi

JMIR Med Inform 2022 (Feb 11); 10(2):e33848

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State-of-the-art Dashboards on Clinical Indicator Data to Support Reflection on Practice: Scoping Review

Bernard Bucalon, Tim Shaw, Kerri Brown, Judy Kay

JMIR Med Inform 2022 (Feb 14); 10(2):e32695

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The Science of Learning Health Systems: Scoping Review of Empirical Research

Louise A Ellis, Mitchell Sarkies, Kate Churruca, Genevieve Dammery, Isabelle Meulenbroeks, Carolynn L Smith, Chiara Pomare, Zeyad Mahmoud, Yvonne Zurynski, Jeffrey Braithwaite

JMIR Med Inform 2022 (Feb 23); 10(2):e34907

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Exploring Quality Differences in Telemedicine Between Hospital Outpatient Departments and Community Clinics: Cross-sectional Study

Noora Alhajri, Mecit Can Emre Simsekler, Buthaina Alfalasi, Mohamed Alhashmi, Hamda Memon, Emma Housser, Abdulhamid Mustafa Abdi, Nahed Balalaa, Maryam Al Ali, Raghda Almaashari, Shammah Al Memari, Farida Al Hosani, Yousif Al Zaabi, Shereena Almazrouei, Hamed Alhashemi

JMIR Med Inform 2022 (Feb 15); 10(2):e32373

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Evaluation of Natural Language Processing for the Identification of Crohn Disease–Related Variables in Spanish Electronic Health Records: A Validation Study for the PREMONITION-CD Project

Carmen Montoto, Javier P Gisbert, Iván Guerra, Rocío Plaza, Ramón Pajares Villarroya, Luis Moreno Almazán, María Del Carmen López Martín, Mercedes Domínguez Antonaya, Isabel Vera Mendoza, Jesús Aparicio, Vicente Martínez, Ignacio Tagarro, Alonso Fernandez-Nistal, Lea Canales, Sebastian Menke, Fernando Gomollón, PREMONITION-CD Study Group

JMIR Med Inform 2022 (Feb 18); 10(2):e30345

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Traditional Machine Learning Models and Bidirectional Encoder Representations From Transformer (BERT)–Based Automatic Classification of Tweets About Eating Disorders: Algorithm Development and Validation Study

José Alberto Benítez-Andrades, José-Manuel Alija-Pérez, Maria-Esther Vidal, Rafael Pastor-Vargas, María Teresa García-Ordás

JMIR Med Inform 2022 (Feb 24); 10(2):e34492

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Identification of Prediabetes Discussions in Unstructured Clinical Documentation: Validation of a Natural Language Processing Algorithm

Jessica L Schwartz, Eva Tseng, Nisa M Maruthur, Masoud Rouhizadeh

JMIR Med Inform 2022 (Feb 24); 10(2):e29803

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