Tools, Programs and Algorithms

Automated Pathologic TN Classification Prediction and Rationale Generation From Lung Cancer Surgical Pathology Reports Using a Large Language Model Fine-Tuned With Chain-of-Thought: Algorithm Development and Validation Study

Sanghwan Kim, Sowon Jang, Borham Kim, Leonard Sunwoo, Seok Kim, Jin-Haeng Chung, Sejin Nam, Hyeongmin Cho, Donghyoung Lee, Keehyuck Lee, Sooyoung Yoo

JMIR Med Inform 2024 (Dec 20); 12:e67056

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An Automatic and End-to-End System for Rare Disease Knowledge Graph Construction Based on Ontology-Enhanced Large Language Models: Development Study

Lang Cao, Jimeng Sun, Adam Cross

JMIR Med Inform 2024 (Dec 18); 12:e60665

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Sample Size Requirements for Popular Classification Algorithms in Tabular Clinical Data: Empirical Study

Scott Silvey, Jinze Liu

J Med Internet Res 2024 (Dec 17); 26:e60231

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A Pathological Diagnosis Method for Fever of Unknown Origin Based on Multipath Hierarchical Classification: Model Design and Validation

Jianchao Du, Junyao Ding, Yuan Wu, Tianyan Chen, Jianqi Lian, Lei Shi, Yun Zhou

JMIR Form Res 2024 (Dec 09); 8:e58423

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Advancing Progressive Web Applications to Leverage Medical Imaging for Visualization of Digital Imaging and Communications in Medicine and Multiplanar Reconstruction: Software Development and Validation Study

Mohammed A. AboArab, Vassiliki T. Potsika, Alexis Theodorou, Sylvia Vagena, Miltiadis Gravanis, Fragiska Sigala, Dimitrios I. Fotiadis

JMIR Med Inform 2024 (Dec 09); 12:e63834

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Incorporating an Intelligent Tutoring System Into a Game-Based Auditory Rehabilitation Training for Adult Cochlear Implant Recipients: Algorithm Development and Validation

Florian Gnadlinger, Maika Werminghaus, André Selmanagić, Tim Filla, Jutta G Richter, Simone Kriglstein, Thomas Klenzner

JMIR Serious Games 2024 (Dec 03); 12:e55231

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Dynamic Simulation Models of Suicide and Suicide-Related Behaviors: Systematic Review

Genevieve Gariepy, Rifat Zahan, Nathaniel D Osgood, Benjamin Yeoh, Eva Graham, Heather Orpana

JMIR Public Health Surveill 2024 (Dec 02); 10:e63195

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Design and Implementation of a Dashboard for Drug Interactions Mediated by Cytochromes Using a Health Care Data Warehouse in a University Hospital Center: Development Study

Laura Gosselin, Alexandre Maes, Kevin Eyer, Badisse Dahamna, Flavien Disson, Stefan Darmoni, Julien Wils, Julien Grosjean

JMIR Med Inform 2024 (Nov 28); 12:e57705

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A Multivariable Prediction Model for Mild Cognitive Impairment and Dementia: Algorithm Development and Validation

Sarah Soyeon Oh, Bada Kang, Dahye Hong, Jennifer Ivy Kim, Hyewon Jeong, Jinyeop Song, Minkyu Jeon

JMIR Med Inform 2024 (Nov 22); 12:e59396

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Predicting Pain Response to a Remote Musculoskeletal Care Program for Low Back Pain Management: Development of a Prediction Tool

Anabela C Areias, Robert G Moulder, Maria Molinos, Dora Janela, Virgílio Bento, Carolina Moreira, Vijay Yanamadala, Steven P Cohen, Fernando Dias Correia, Fabíola Costa

JMIR Med Inform 2024 (Nov 19); 12:e64806

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Barriers, Facilitators, and Requirements for a Telerehabilitation Aftercare Program for Patients After Occupational Injuries: Semistructured Interviews With Key Stakeholders

Lukas Lange-Drenth, Holger Schulz, Isabell Suck, Christiane Bleich

JMIR Form Res 2024 (Nov 08); 8:e51865

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Claims-Based Algorithm to Identify Pre-Exposure Prophylaxis Indications for Tenofovir Disoproxil Fumarate and Emtricitabine Prescriptions (2012-2014): Validation Study

Patrick Sean Sullivan, Robertino M Mera-Giler, Staci Bush, Valentina Shvachko, Eleanor Sarkodie, Daniel O'Farrell, Stephanie Dubose, David Magnuson

JMIR Form Res 2024 (Nov 04); 8:e55614

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A New Natural Language Processing–Inspired Methodology (Detection, Initial Characterization, and Semantic Characterization) to Investigate Temporal Shifts (Drifts) in Health Care Data: Quantitative Study

Bruno Paiva, Marcos André Gonçalves, Leonardo Chaves Dutra da Rocha, Milena Soriano Marcolino, Fernanda Cristina Barbosa Lana, Maira Viana Rego Souza-Silva, Jussara M Almeida, Polianna Delfino Pereira, Claudio Moisés Valiense de Andrade, Angélica Gomides dos Reis Gomes, Maria Angélica Pires Ferreira, Frederico Bartolazzi, Manuela Furtado Sacioto, Ana Paula Boscato, Milton Henriques Guimarães-Júnior, Priscilla Pereira dos Reis, Felício Roberto Costa, Alzira de Oliveira Jorge, Laryssa Reis Coelho, Marcelo Carneiro, Thaís Lorenna Souza Sales, Silvia Ferreira Araújo, Daniel Vitório Silveira, Karen Brasil Ruschel, Fernanda Caldeira Veloso Santos, Evelin Paola de Almeida Cenci, Luanna Silva Monteiro Menezes, Fernando Anschau, Maria Aparecida Camargos Bicalho, Euler Roberto Fernandes Manenti, Renan Goulart Finger, Daniela Ponce, Filipe Carrilho de Aguiar, Luiza Margoto Marques, Luís César de Castro, Giovanna Grünewald Vietta, Mariana Frizzo de Godoy, Mariana do Nascimento Vilaça, Vivian Costa Morais

JMIR Med Inform 2024 (Oct 28); 12:e54246

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Using Existing Clinical Data to Measure Older Adult Inpatients’ Frailty at Admission and Discharge: Hospital Patient Register Study

Boris Wernli, Henk Verloo, Armin von Gunten, Filipa Pereira

JMIR Aging 2024 (Oct 28); 7:e54839

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Implications of Big Data Analytics, AI, Machine Learning, and Deep Learning in the Health Care System of Bangladesh: Scoping Review

Md Ashraful Alam, Md Refat Uz Zaman Sajib, Fariya Rahman, Saraban Ether, Molly Hanson, Abu Sayeed, Ema Akter, Nowrin Nusrat, Tanjeena Tahrin Islam, Sahar Raza, K M Tanvir, Mohammod Jobayer Chisti, Qazi Sadeq-ur Rahman, Akm Hossain, MA Layek, Asaduz Zaman, Juwel Rana, Syed Moshfiqur Rahman, Shams El Arifeen, Ahmed Ehsanur Rahman, Anisuddin Ahmed

J Med Internet Res 2024 (Oct 28); 26:e54710

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The Impact of International Classification of Disease–Triggered Prescription Support on Telemedicine: Observational Analysis of Efficiency and Guideline Adherence

Tarso Augusto Duenhas Accorsi, Anderson Aires Eduardo, Carlos Guilherme Baptista, Flavio Tocci Moreira, Renata Albaladejo Morbeck, Karen Francine Köhler, Karine de Amicis Lima, Carlos Henrique Sartorato Pedrotti

JMIR Med Inform 2024 (Oct 25); 12:e56681

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Targeted Development and Validation of Clinical Prediction Models in Secondary Care Settings: Opportunities and Challenges for Electronic Health Record Data

I S van Maurik, H J Doodeman, B W Veeger-Nuijens, R P M Möhringer, D R Sudiono, W Jongbloed, E van Soelen

JMIR Med Inform 2024 (Oct 24); 12:e57035

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Integrated Approach Using Intuitionistic Fuzzy Multicriteria Decision-Making to Support Classifier Selection for Technology Adoption in Patients with Parkinson Disease: Algorithm Development and Validation

Miguel Ortiz-Barrios, Ian Cleland, Mark Donnelly, Muhammet Gul, Melih Yucesan, Genett Isabel Jiménez-Delgado, Chris Nugent, Stephany Madrid-Sierra

JMIR Rehabil Assist Technol 2024 (Oct 22); 11:e57940

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Evaluating Medical Entity Recognition in Health Care: Entity Model Quantitative Study

Shengyu Liu, Anran Wang, Xiaolei Xiu, Ming Zhong, Sizhu Wu

JMIR Med Inform 2024 (Oct 17); 12:e59782

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Machine Learning–Based Prediction for High Health Care Utilizers by Using a Multi-Institutional Diabetes Registry: Model Training and Evaluation

Joshua Kuan Tan, Le Quan, Nur Nasyitah Mohamed Salim, Jen Hong Tan, Su-Yen Goh, Julian Thumboo, Yong Mong Bee

JMIR AI 2024 (Oct 17); 3:e58463

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