Skip to main content
Top

BMC Medical Informatics and Decision Making

Issue 1/2025

Content (75 Articles)

Correction: Development and validation of a nomogram model for prolonged length of stay in spinal fusion patients: a retrospective analysis

  • Open Access
  • Correction

Linghong Wu, Xiaozhong Peng, Yao Lu, Cuiping Fu, Liujun She, Guangwei Zhu, Xianglong Zhuo, Wei Hu, Xiangtao Xie

Predicting Gestational Diabetes Mellitus in the first trimester using machine learning algorithms: a cross-sectional study at a hospital fertility health center in Iran

Somayeh Kianian Bigdeli, Marjan Ghazisaedi, Seyed Mohammad Ayyoubzadeh, Sedigheh Hantoushzadeh, Marjan Ahmadi

Correction: Early warning score validation methodologies and performance metrics: a systematic review

  • Open Access
  • Correction

Andrew Hao Sen Fang, Wan Tin Lim, Tharmmambal Balakrishnan

External validation of AI-based scoring systems in the ICU: a systematic review and meta-analysis

  • Open Access
  • Systematic Review

Patrick Rockenschaub, Ela Marie Akay, Benjamin Gregory Carlisle, Adam Hilbert, Joshua Wendland, Falk Meyer-Eschenbach, Anatol-Fiete Näher, Dietmar Frey, Vince Istvan Madai

A hybrid CNN-Bi-LSTM model with feature fusion for accurate epilepsy seizure detection

Xiaoshuai Cao, Shaojie Zheng, Jincan Zhang, Wenna Chen, Ganqin Du

Digital-based emergency prevention and control system: enhancing infection control in psychiatric hospitals

  • Open Access
  • Research

Mi Yang, Xiaojun Zhu, Fei Yan, Xincheng Huang, Zhixue Wu, Xin Jiang, Yan Huang, Zezhi Li

CT-based nomogram predicts esophageal gastric variceal bleeding in noncirrhotic portal hypertension caused by hepatic schistosomiasis

  • Open Access
  • Research

Wei Cheng, Ke-Ying Wang, Wen-Qiang Li, Yao Li, Xiao-Yan Li, Shuai Ju

Examining cancer patient preferences during three stages of decision making and family involvement: a multicenter survey study in China

  • Open Access
  • Research

Siyu Yan, Danqi Wang, Qiao Huang, Yongbo Wang, Manru Fan, Hongyang Xue, Linxin Yu, Yinghui Jin

Skin image analysis for detection and quantitative assessment of dermatitis, vitiligo and alopecia areata lesions: a systematic literature review

  • Open Access
  • Vitiligo
  • Systematic Review

Athanasios Kallipolitis, Konstantinos Moutselos, Argyriοs Zafeiriou, Stelios Andreadis, Anastasia Matonaki, Thanos G. Stavropoulos, Ilias Maglogiannis

Developing and evaluating a gamified self-management application for inflammatory bowel disease using the ADDIE model and Sukr framework

Narges Norouzkhani, Somaye Norouzi, Mahbobeh Faramarzi, Ali Bahari, Javad Shokri Shirvani, Saeid Eslami, Hamed Tabesh

Explainable unsupervised anomaly detection for healthcare insurance data

  • Open Access
  • Research

Hannes De Meulemeester, Frank De Smet, Johan van Dorst, Elise Derroitte, Bart De Moor

Indirect determination of hemoglobin A2 reference intervals in Pakistani infants using data mining

Muhammad Shariq Shaikh, Sibtain Ahmed, Saba Farrukh, Shahnawaz Bayunus

An approach to boost adherence to self-data reporting in mHealth applications for users without specific health conditions

  • Open Access
  • Research

Maria Aguiar, Ander Cejudo, Gorka Epelde, Deisy Chaves, Maria Trujillo, Garazi Artola, Unai Ayala, Roberto Bilbao, Itziar Tueros

Human-centered design of a health recommender system for orthopaedic shoulder treatment

  • Open Access
  • Research

Akanksha Singh, Benjamin Schooley, John Mobley, Patrick Mobley, Sydney Lindros, John M. Brooks, Sarah B. Floyd

Predictive value of machine learning for the progression of gestational diabetes mellitus to type 2 diabetes: a systematic review and meta-analysis

Meng Zhao, Zhixin Yao, Yan Zhang, Lidan Ma, Wenquan Pang, Shuyin Ma, Yijun Xu, Lili Wei

Mortality and morbidity patterns in Yaoundé, Cameroon: an ICD-11 classification-based analysis

  • Open Access
  • Research

Georges Nguefack-Tsague, Fabrice Zobel Lekeumo Cheuyem, Boris Edmond Noah, Valérie Ndobo-Koe, Adidja Amani, Léa Melataguia Mekontchou, Marie Ntep Gweth, Annick Collins Mfoulou Minso Assala, Marie Nicole Ngoufack, Pierre René Binyom

Natural language processing to identify suicidal ideation and anhedonia in major depressive disorder

  • Open Access
  • Research

L. Alexander Vance, Leslie Way, Deepali Kulkarni, Emily O. C. Palmer, Abhijit Ghosh, Melissa Unruh, Kelly M. Y. Chan, Amey Girdhari, Joydeep Sarkar

%diag_test: a generic SAS macro for evaluating diagnostic accuracy measures for multiple diagnostic tests

  • Open Access
  • Research

Jacques K. Muthusi, Peter W. Young, Frankline O. Mboya, Samuel M. Mwalili

Correction: Which criteria are important in usability evaluation of mHealth applications: an umbrella review

  • Open Access
  • Correction

Zahra Galavi, Mahdieh Montazeri, Reza Khajouei

FHIR PIT: a geospatial and spatiotemporal data integration pipeline to support subject-level clinical research

Karamarie Fecho, Juan J. Garcia, Hong Yi, Griffin Roupe, Ashok Krishnamurthy

Combining theory and usability testing to inform optimization and implementation of an online primary care depression management tool

  • Open Access
  • Research

Nicola McCleary, Justin Presseau, Isabelle Perkins, Brittany Mutsaers, Claire E. Kendall, Janet Yamada, Katharine Gillis, Douglas Green

Causal analysis for multivariate integrated clinical and environmental exposures data

Meghamala Sinha, Perry Haaland, Ashok Krishnamurthy, Bo Lan, Stephen A. Ramsey, Patrick L. Schmitt, Priya Sharma, Hao Xu, Karamarie Fecho

Derivation and validation of a clinical predictive model for longer duration diarrhea among pediatric patients in Kenya using machine learning algorithms

Billy Ogwel, Vincent H. Mzazi, Alex O. Awuor, Caleb Okonji, Raphael O. Anyango, Caren Oreso, John B. Ochieng, Stephen Munga, Dilruba Nasrin, Kirkby D. Tickell, Patricia B. Pavlinac, Karen L. Kotloff, Richard Omore

Empowering personalized oncology: evolution of digital support and visualization tools for molecular tumor boards

  • Open Access
  • Research

Cosima Strantz, Dominik Böhm, Thomas Ganslandt, Melanie Börries, Patrick Metzger, Thomas Pauli, Andreas Blaumeiser, Alexander Scheiter, Ian-Christopher Jung, Jan Christoph, Iryna Manuilova, Konstantin Strauch, Arsenij Ustjanzew, Niklas Reimer, Hauke Busch, Philipp Unberath

Mitigating bias in AI mortality predictions for minority populations: a transfer learning approach

Tianshu Gu, Wensen Pan, Jing Yu, Guang Ji, Xia Meng, Yongjun Wang, Minghui Li

Enhancing prehospital decision-making: exploring user needs and design considerations for clinical decision support systems

  • Open Access
  • Research

Enze Bai, Zhan Zhang, Yincao Xu, Xiao Luo, Kathleen Adelgais

Implementation of a Laboratory Information Management System (LIMS) for microbiology in Timor-Leste: challenges, mitigation strategies, and end-user experiences

Tessa Oakley, Juliao Vaz, Fausto da Silva, Raikos Allan, Deonisia Almeida, Karen Champlin, Endang Soares da Silva, Ari Jayanti Tilman, Ian Marr, Heidi Smith-Vaughan, Jennifer Yan, Joshua R. Francis

Towards a decision support system for post bariatric hypoglycaemia: development of forecasting algorithms in unrestricted daily-life conditions

Francesco Prendin, Olivia Streicher, Giacomo Cappon, Eva Rolfes, David Herzig, Lia Bally, Andrea Facchinetti

Machine learning algorithms for predicting PTSD: a systematic review and meta-analysis

  • Open Access
  • Systematic Review

Masoumeh Vali, Hossein Motahari Nezhad, Levente Kovacs, Amir H Gandomi

Enhancing doctor-patient communication using large language models for pathology report interpretation

Xiongwen Yang, Yi Xiao, Di Liu, Yun Zhang, Huiyin Deng, Jian Huang, Huiyou Shi, Dan Liu, Maoli Liang, Xing Jin, Yongpan Sun, Jing Yao, XiaoJiang Zhou, Wankai Guo, Yang He, WeiJuan Tang, Chuan Xu

Determining the impact of mobile-based self-care applications on reducing anxiety in healthcare providers: a systematic review

  • Open Access
  • Systematic Review

Mohammad Mahdi Askarizadeh, Leila Gholamhosseini, Reza Khajouei, Saeedeh Homayee, Fatemeh Askarizadeh, Leila Ahmadian

The persian version of mhealth app usability questionnaire (MAUQ) for patients: a psychometric assessment study

Khadijeh Moulaei, Fatemeh Dinari, Abbas Sheikhtaheri, Kambiz Bahaadinbeigy, Sadrieh Hajesmaeel-Gohari

Knowledge-point classification using simple LSTM-based and siamese-based networks for virtual patient simulation

  • Open Access
  • Research

Yih-Lon Lin, Yu-Min Chiang, Tsuen-Chiuan Tsai, Sheng-Gui Su

Feasibility of YOLOX computer model-based assessment of knee function compared with manual assessment for people with severe knee osteoarthritis

Tao Yang, Jie Zhao, Ben Wang, Li Wang, Hengzhe Bao, Bing Li, Wen Luo, Huiwen Zhao, Jun Liu

Correction to: A software tool for applying Bayes’ theorem in medical diagnostics

  • Open Access
  • Correction

Theodora Chatzimichail, Aristides T. Hatjimihail

Accuracy of artificial intelligence algorithms in predicting acute respiratory distress syndrome: a systematic review and meta-analysis

  • Open Access
  • Systematic Review

Yaxin Xiong, Yuan Gao, Yucheng Qi, Yingfei Zhi, Jia Xu, Kuo Wang, Qiuyue Yang, Changsong Wang, Mingyan Zhao, Xianglin Meng

Discovering patient groups in sequential electronic healthcare data using unsupervised representation learning

  • Open Access
  • Research

Jingteng Li, Kimberley R. Zakka, John Booth, Louise Rigny, Samiran Ray, Mario Cortina-Borja, Payam Barnaghi, Neil Sebire

Optimizing hypoglycaemia prediction in type 1 diabetes with Ensemble Machine Learning modeling

Daphne N. Katsarou, Eleni I. Georga, Maria A. Christou, Panagiota A. Christou, Stelios Tigas, Costas Papaloukas, Dimitrios I. Fotiadis

Exploring the assessment of post-cardiac valve surgery pulmonary complication risks through the integration of wearable continuous physiological and clinical data

Lixuan Li, Yuekong Hu, Zhicheng Yang, Zeruxin Luo, Jiachen Wang, Wenqing Wang, Xiaoli Liu, Yuqiang Wang, Yong Fan, Pengming Yu, Zhengbo Zhang

Towards unbiased skin cancer classification using deep feature fusion

Ali Atshan Abdulredah, Mohammed A. Fadhel, Laith Alzubaidi, Ye Duan, Monji Kherallah, Faiza Charfi

Using a robust model to detect the association between anthropometric factors and T2DM: machine learning approaches

Nafiseh Hosseini, Hamid Tanzadehpanah, Amin Mansoori, Mostafa Sabzekar, Gordon A. Ferns, Habibollah Esmaily, Majid Ghayour-Mobarhan

Unlocking the link: predicting cardiovascular disease risk with a focus on airflow obstruction using machine learning

  • Open Access
  • Research

Xiyu Cao, Jianli Ma, Xiaoyi He, Yufei Liu, Yang Yang, Yaqi Wang, Chuantao Zhang

A machine learning-based model for predicting paroxysmal and persistent atrial fibrillation based on EHR

Yuqi Zhang, Sijin Li, Peibiao Mai, Yanqi Yang, Niansang Luo, Chao Tong, Kuan Zeng, Kun Zhang

Accounting for racial bias and social determinants of health in a model of hypertension control

Yang Hu, Nicholas Cordella, Rebecca G. Mishuris, Ioannis Ch. Paschalidis

Developing clinical prognostic models to predict graft survival after renal transplantation: comparison of statistical and machine learning models

  • Open Access
  • Research

Getahun Mulugeta, Temesgen Zewotir, Awoke Seyoum Tegegne, Mahteme Bekele Muleta, Leja Hamza Juhar

Examining inclusivity: the use of AI and diverse populations in health and social care: a systematic review

John Gabriel O. Marko, Ciprian Daniel Neagu, P. B. Anand

Healthcare trajectories of aging individuals during their last year of life: application of process mining methods to administrative health databases

  • Open Access
  • Research

Delphine Bosson-Rieutort, Alexandra Langford-Avelar, Juliette Duc, Benjamin Dalmas

Digital health data security practices among health professionals in low-resource settings: cross-sectional study in Amhara Region, Ethiopia

Ayenew Sisay Gebeyew, Wondwossen Zemene, Binyam Chaklu Tilahun, Nebyu Demeke Mengestie, Berhanu Fikade Endehabtu, Zegeye Regasa Wordofa, Mitiku Kassaw Takillo, Gedefaw Belete Ashagrie, Melaku Molla Sisay

Patients’ and plastic surgeons’ experiences with an online patient decision aid for breast reconstruction: considerations for nationwide implementation

  • Open Access
  • Research

Jacqueline A. ter Stege, Ellen G. Engelhardt, Leonie A.E. Woerdeman, Hester S.A. Oldenburg, Jacobien M. Kieffer, Daniela E.E. Hahn, Frederieke H. van Duijnhoven, Martine A. van Huizum, Regina The, Klemens Karssen, Marianne Kuenen, Miranda A. Gerritsma, Quinten (PQ) Ruhe, Irene S. Krabbe-Timmerman, Martijne van’t Riet, Nikola (AN) Kimmings, Eveline M.L. Corten, Kerry A. Sherman, Arjen J. Witkamp, Eveline M.A. Bleiker

Causal machine learning models for predicting low birth weight in midwife-led continuity care intervention in North Shoa Zone, Ethiopia

Wudneh Ketema Moges, Awoke Seyoum Tegegne, Aweke A. Mitku, Esubalew Tesfahun, Solomon Hailemeskel

Tough choices: the experience of family members of critically ill patients participating in ECMO treatment decision-making: a descriptive qualitative study

  • Open Access
  • ECMO
  • Research

Xiangying Yang, Yao Lin, Amao Tang, Xiaokang Zeng, Weiying Dai, Qian Zhang, Li Ning

Bayesian learning-based agent negotiation model to support doctor-patient shared decision making

  • Open Access
  • Research

Xin Chen, Yong Liu, Fei-Ping Hong, Ping Lu, Jiang-Tao Lu, Kai-Biao Lin

Correction: Machine learning predicts pulmonary long Covid sequelae using clinical data

Ermanno Cordelli, Paolo Soda, Sara Citter, Elia Schiavon, Christian Salvatore, Deborah Fazzini, Greta Clementi, Michaela Cellina, Andrea Cozzi, Chandra Bortolotto, Lorenzo Preda, Luisa Francini, Matteo Tortora, Isabella Castiglioni, Sergio Papa, Diego Sona, Marco Alì

Development of minimum data set and electronic registry for hemodialysis patients management

  • Open Access
  • Research

Mahtab Karami, Ehsan Nabovati, Nasim Mirpanahi

Synthesis of the clinical utilities and issues of intraoperative imaging devices in clinical reports: a systematic review and thematic synthesis

Hiroyuki Suzuki, Yusuke Tsuboko, Manabu Tamura, Ken Masamune, Kiotaka Iwasaki

A novel method for screening malignant hematological diseases by constructing an optimal machine learning model based on blood cell parameters

Dehua Sun, Wei Chen, Jun He, Yongjian He, Haoqin Jiang, Hong Jiang, Dandan Liu, Lu Li, Min Liu, Zhigang Mao, Chenxue Qu, Linlin Qu, Ziyong Sun, Jianbiao Wang, Wenjing Wu, Xuefeng Wang, Wei Xu, Ying Xing, Chi Zhang, Jingxian Zhang, Lei Zheng, Shihong Zhang, Bo Ye, Ming Guan

Classifying and fact-checking health-related information about COVID-19 on Twitter/X using machine learning and deep learning models

Elham Sharifpoor, Maryam Okhovati, Mostafa Ghazizadeh-Ahsaee, Mina Avaz Beigi

Haematology dimension reduction, a large scale application to regular care haematology data

  • Open Access
  • Research

Huibert-Jan Joosse, Chontira Chumsaeng-Reijers, Albert Huisman, Imo E. Hoefer, Wouter W. van Solinge, Saskia Haitjema, Bram van Es

Prediction of adverse pregnancy outcomes using machine learning techniques: evidence from analysis of electronic medical records data in Rwanda

  • Open Access
  • Research

Muzungu Hirwa Sylvain, Emmanuel Christian Nyabyenda, Melissa Uwase, Isaac Komezusenge, Fauste Ndikumana, Innocent Ngaruye

Latest issues

scroll for more

use your arrow keys for more

scroll or use arrow keys for more