Tehran University of Medical Sciences

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Faculty Members have conducted research related to the Comparison of Machine Learning Models for Classification of Breast Cancer Risk Based on Clinical Data
Sharareh Rostam Niakan Kalhori
Sharareh Rostam Niakan Kalhori

Associate Professor of Medical Informatics

Department Health Information Management

School of Allied Medical Sciences

Metabolomics and Genomics Research Center

Endocrinology and Metabolism Research Institute

Tehran University of Medical Sciences

All Documents
1. Artificial Intelligence-Enabled Obesity Prediction: A Systematic Review of Cohort Data Analysis, International Journal of Medical Informatics (2025)
2. Medwings: A Remote Warning Monitoring System for Clinical Deterioration Detection, Studies in Health Technology and Informatics (2025)
3. Polycystic Ovary Syndrome (Pcos) Management Using a Nutrition Recommender Mobile Application: Identifying Key Requirements, BMC Women's Health (2025)
4. Deep Learning-Based Prediction of Daily Covid-19 Cases Using X (Twitter) Data, Studies in Health Technology and Informatics (2024)
5. Individualized Self-Care Training Systems for Type 2 Diabetes Patients: A Systematic Review on Characteristics of Randomized Controlled Trials (Rcts), Universal Access in the Information Society (2024)
6. Machine Learning Approaches for Recognition and Classification of Nanomaterial Morphology, Materials Today Communications (2024)
7. Practical Evaluation of Chatgpt Performance for Radiology Report Generation, Academic Radiology (2024)
8. Triage of Patients With Covid19-: Using Ensemble Learning Method for Risk Factor Analysis and Death Prediction, Koomesh (2024)
9. Unobtrusive Monitoring of Clinical Deterioration in Smart Homes, Studies in Health Technology and Informatics (2024)
10. A Protocol for a Systematic Review of Electronic Early Warning/Track-And-Trigger Systems (Ew/Tts) to Predict Clinical Deterioration: Focus on Automated Features, Technologies, and Algorithms, PLoS ONE (2023)
11. Data Sharing Platform for Mimic-Iv and Mimic-Ed Data Marts: Designing a Data Retrieving System Based on the Intra-Hospital Patient Transfer Pathway, Studies in Health Technology and Informatics (2023)
12. Designing and Evaluating a Nutrition Recommender System for Improving Food Security in a Developing Country, Archives of Iranian Medicine (2023)
13. Developing a Mobile Health Application for Wound Telemonitoring: A Pilot Study on Abdominal Surgeries Post-Discharge Care, BMC Medical Informatics and Decision Making (2023)
14. Evaluation and Ranking of Persian Mobile Apps for Covid-19, Frontiers in Health Informatics (2023)
15. Mri-Based Brain Tumor Detection Using Convolutional Deep Learning Methods and Chosen Machine Learning Techniques, BMC Medical Informatics and Decision Making (2023)
16. Personalized Mobile Health for Elderly Home Care: A Systematic Review of Benefits and Challenges, International Journal of Telemedicine and Applications (2023)
17. Remote Monitoring of Colorectal Cancer Survivors Using a Smartphone App and Internet of Things–Based Device: Development and Usability Study, JMIR Cancer (2023)
18. The Effect of M-Health Applications on Self-Care Improvement in Older Adults: A Systematic Review, Informatics for Health and Social Care (2023)
19. The Effect of Personalized Intelligent Digital Systems for Self-Care Training on Type Ii Diabetes: A Systematic Review and Meta-Analysis of Clinical Trials, Acta Diabetologica (2023)
20. The Minimum Feature Set for Designing Mobile Apps to Support Bipolar Disorder-Affected Patients: Proposal of Essential Functions and Requirements, Journal of Healthcare Informatics Research (2023)
21. A Smartphone Remote Monitoring App to Follow up Colorectal Cancer Survivors: Requirement Analysis, JMIR Cancer (2022)
22. A Systematic Review of the Predicted Outcomes Related to Hematopoietic Stem Cell Transplantation: Focus on Applied Machine Learning Methods’ Performance, Expert Review of Hematology (2022)
23. Artificial Intelligence Approaches on X-Ray-Oriented Images Process for Early Detection of Covid-19, Journal of Medical Signals and Sensors (2022)
24. Determining the Progression Stages of Liver Fibrosis in Patients With Chronic Hepatitis B, Koomesh (2022)
25. Development and Validation of the Neonatal Abstinence Syndrome Minimum Data Set (Nas-Mds): A Systematic Review, Focus Group Discussion, and Delphi Technique, Journal of Maternal-Fetal and Neonatal Medicine (2022)
26. Early Warning System for Emergency Care: Designing a Timely Monitoring Mobile-Based System, Studies in Health Technology and Informatics (2022)
27. Effect of Social Media Interventions on the Education and Communication Among Patients With Cancer: A Systematic Review Protocol, BMJ Open (2022)
28. Effectiveness of Artificial Intelligence for Personalized Medicine in Neoplasms: A Systematic Review, BioMed Research International (2022)
29. Medical Informaticians' Skills and Competencies to Achieve Roles and Opportunities: A Qualitative Study, Studies in Health Technology and Informatics (2022)
30. Middle East and North African Health Informatics Association (Menahia), Yearbook of Medical Informatics (2022)
31. Persian Mobile Health Applications for Covid-19: A Use Case-Based Study, Journal of Education and Health Promotion (2022)
32. Persian Mobile Health Applications for Covid-19: A Use Case-Based Study, Journal of Education and Health Promotion (2022)
33. Prediction of Covid-19 Patients’ Survival by Deep Learning Approaches, Medical Journal of the Islamic Republic of Iran (2022)
34. Requirement Analysis for an Intelligent Warning System to Alarm the Rapid Response Team Prior to Patient Deterioration, Studies in Health Technology and Informatics (2022)
35. Towards the Application of Machine Learning in Emergency Informatics, Studies in Health Technology and Informatics (2022)
36. A Fuzzy Rule-Based Expert System to Determine Propofol Drug Dosage in Anesthesia, Frontiers in Health Informatics (2021)
37. A Review and Content Analysis of National Apps for Covid-19 Management Using Mobile Application Rating Scale (Mars), Informatics for Health and Social Care (2021)
38. A Systematic Review of Decision Aids for Mammography Screening: Focus on Outcomes and Characteristics, International Journal of Medical Informatics (2021)
39. Classification of Chest Radiology Images in Order to Identify Patients With Covid-19 Using Deep Learning Techniques, Journal of Payavard Salamat (2021)
40. Design and Validation of an Assessment Tool to Determine the Level of Self-Care of Patients Affected by Diabetes Type Ii, Journal of Payavard Salamat (2021)
41. Design and Validation of the Conceptual Model of Scientometric System in Research Centers, Journal of Scientometric Research (2021)
42. Digital Health Solutions to Control the Covid-19 Pandemic in Countries With High Disease Prevalence: Literature Review, Journal of Medical Internet Research (2021)
43. Early Breast Cancer Prediction Using Dermatoglyphics: Data Mining Pilot Study in a General Hospital in Iran, Health Education and Health Promotion (2021)
44. Effect of Computerized Physician Order Entry and Clinical Decision Support System on Adverse Drug Events Prevention in the Emergency Department: A Systematic Review, Journal of Pharmacy Technology (2021)
45. Ehealth Solutions to Fight Against Covid-19: A Scoping Review of Applications, Medical Journal of the Islamic Republic of Iran (2021)
46. Enhanced Childhood Diseases Treatment Using Computational Models: Systematic Review of Intelligent Experiments Heading to Precision Medicine, Journal of Biomedical Informatics (2021)
47. Evidence-Based Mechanistic Integrative Modeling of Stroke Risk Factors: A Translational Research Study, Frontiers in Health Informatics (2021)
48. Intelligent Tutoring Systems: A Systematic Review of Characteristics, Applications, and Evaluation Methods, Interactive Learning Environments (2021)
49. Mobile-Based and Cloud-Based System for Self-Management of People With Type 2 Diabetes: Development and Usability Evaluation, Journal of Medical Internet Research (2021)
50. Neonatal Abstinence Syndrome: A Systematic Review of Current Databases and Registries, Journal of Maternal-Fetal and Neonatal Medicine (2021)
51. Quality Evaluation of English Mobile Applications for Gestational Diabetes: App Review Using Mobile Application Rating Scale (Mars), Current Diabetes Reviews (2021)
52. Sto: Stroke Ontology for Accelerating Translational Stroke Research, Neurology and Therapy (2021)
53. A Study of Factors Related to Patients’ Length of Stay Using Data Mining Techniques in a General Hospital in Southern Iran, Health Information Science and Systems (2020)
54. A Unique Framework for the Persian Clinical Guidelines: Addressing an Evidence-Based Cdss Development Need, BMJ Evidence-Based Medicine (2020)
55. Decision Making Model for Colorectal Cancer Screening Based on Risk Determination Method, Journal of Payavard Salamat (2020)
56. Designing a Remote Closed-Loop Automatic Oxygen Control in Preterm Infants, Iranian Journal of Pediatrics (2020)
57. Drug Poisoning Management Using Smartphones: An Apps Review Study Based on Use Case Classification Model, BMJ Innovations (2020)
58. Optimized Patients' Length of Hospital Stay With Interventions Based on Health Information Technology: A Review Study, Studies in Health Technology and Informatics (2020)
59. Predicting Covid-19 Incidence Through Analysis of Google Trends Data in Iran: Data Mining and Deep Learning Pilot Study, JMIR Public Health and Surveillance (2020)
60. Prediction of Patient’S Adherence to the Post-Intubation Tracheal Stenosis Follow-Up Plan in Iran: Application of Two Data Mining Techniques, Tanaffos (2020)
61. Supporting Colorectal Cancer Survivors Using Ehealth: A Systematic Review and Framework Suggestion, Supportive Care in Cancer (2020)
62. Surgical Patients Follow-Up by Smartphone-Based Applications: A Systematic Literature Review, Studies in Health Technology and Informatics (2020)
63. A Systematic Review of Nutrition Recommendation Systems: With Focus on Technical Aspects, Journal of Biomedical Physics and Engineering (2019)
64. Artificial Intelligence Applications in Type 2 Diabetes Mellitus Care: Focus on Machine Learning Methods, Healthcare Informatics Research (2019)
65. Clinical Decision Support Systems: Effective Solution for Diagnosis, Treatment, and Management of Patients Affected by Poisoning, Iranian Journal of Public Health (2019)
66. Conformity of Diabetes Mobile Apps With the Chronic Care Model, BMJ Health and Care Informatics (2019)
67. Data Requirements for Information Management System Development for Poisoning With Acidic and Alkaline Substances, Acta Informatica Medica (2019)
68. Determining Minimum Set of Features for Diabetes Mobile Apps, Journal of Diabetes and Metabolic Disorders (2019)
69. Identifying System Information Requirements: The First Step in Designing a Registration System for Patients With Rheumatoid Arthritis, Journal of Payavard Salamat (2019)
70. Informational Requirements of a Mobile-Based System to Manage the Treatment of Stimulant Abusers, Journal of Payavard Salamat (2019)
71. Minimum Data Set Development for a Drug Poisoning Registry System, Digital Health (2019)
72. Modification of the Conventional Influenza Epidemic Models Using Environmental Parameters in Iran, Healthcare Informatics Research (2019)
73. Modifying a Method for Human Reliability Assessment Based on Cream-Bn: A Case Study in Control Room of a Petrochemical Plant, MethodsX (2019)
74. Questionnaire Development and Validation for Designing a Health Telemonitoring System for Frail Elderly People, Digital Health (2019)
75. Risk Factors of Non-Fatal Unintentional Home Injuries Among Children Under 5 Years Old; a Population-Based Study, Archives of Academic Emergency Medicine (2019)
76. Studying the Influence of Mass Media and Environmental Factors on Influenza Virus Transmission in the Us Midwest, Public Health (2019)
77. Tuberculosis Incidence Predicting System Using Time Series Neural Network in Iran, Tehran University Medical Journal (2019)
78. Virtual Reality Applications for Chronic Conditions Management: A Review, Medical Journal of the Islamic Republic of Iran (2019)
79. Virtual Reality Applications for Chronic Conditions Management: A Review, Medical Journal of the Islamic Republic of Iran (2019)
80. Words Prediction Based on N-Gram Model for Free-Text Entry in Electronic Health Records, Health Information Science and Systems (2019)
81. A Burden Assessment of Occupational Exposures in Iran, 1990-2010: Findings From the Global Burden of Disease Study 2010, International Journal of Preventive Medicine (2018)
82. Comparison of Neural Network Training Algorithms for Classification of Heart Diseases, IAES International Journal of Artificial Intelligence (2018)
83. Criteria for Assessing the Quality of Mhealth Apps: A Systematic Review, Journal of the American Medical Informatics Association (2018)
84. Designing a Clinical Decision Support System for Recommending Computerized Cognitive Rehabilitation Programs: The Experience of Attention Deficit Hyperactivity Disorder, 2018 2nd National and 1st International Digital Games Research Conference: Trends# Technologies# and Applications# DGRC 2018 (2018)
85. Erratum: Preconceived Stakeholders' Attitude Toward Telepathology: Implications for Successful Implementation (Journal of Pathology Informatics (2017) 8 (50) Doi: 10.4103/Jpi.Jpi_59_17), Journal of Pathology Informatics (2018)
86. Forecasting Zoonotic Cutaneous Leishmaniasis Using Meteorological Factors in Eastern Fars Province, Iran: A Sarima Analysis, Tropical Medicine and International Health (2018)
87. Management of Computerized Cognitive Training Programs in Children With Adhd: The Effective Role of Decision Support Systems, Iranian Journal of Public Health (2018)
88. Predicting Length of Stay in Intensive Care Units After Cardiac Surgery: Comparison of Artificial Neural Networks and Adaptive Neuro-Fuzzy System, Healthcare Informatics Research (2018)
89. Prevalence of Stroke Risk Factors and Their Distribution Based on Stroke Subtypes in Gorgan: A Retrospective Hospital-Based Study - 2015-2016, Neurology Research International (2018)
90. Quantitative Eeg Features Selection in the Classification of Attention and Response Control in the Children and Adolescents With Attention Deficit Hyperactivity Disorder, Future Science OA (2018)
91. Study of Challenges to Utilise Mobile-Based Health Care Monitoring Systems: A Descriptive Literature Review, Journal of Telemedicine and Telecare (2018)
92. The Framework of Nicu-Discharge Plan System for Preterm Infants in Iran: Duties, Components and Capabilities, Acta Informatica Medica (2018)
93. A Clinical Decision Support System for Prediction of Pregnancy Outcome in Pregnant Women With Systemic Lupus Erythematosus, International Journal of Medical Informatics (2017)
94. Item Selection and Content Validity of the Risk Factors of Post-Intubation Tracheal Stenosis Observation Questionnaire for Icu-Admitted Patients, Tanaffos (2017)
95. Occupational Disease Registries-Characteristics and Experiences, Acta Informatica Medica (2017)
96. Persian Mhealth Apps: A Cross Sectional Study Based on Use Case Classification, Studies in Health Technology and Informatics (2017)
97. Preconceived Stakeholders' Attitude Toward Telepathology: Implications for Successful Implementation, Journal of Pathology Informatics (2017)
98. Prevalence of and Risk Factors for Multidrug-Resistant Tuberculosis in Iran and Its Neighboring Countries: Systematic Review and Meta-Analysis, Revista da Sociedade Brasileira de Medicina Tropical (2017)
99. Systematic Review of Data Mining Applications in Patient-Centered Mobile-Based Information Systems, Healthcare Informatics Research (2017)
100. Systematic Review of Hospital Based Cancer Registries (Hbcrs): Necessary Tool to Improve Quality of Care in Cancer Patients, Asian Pacific Journal of Cancer Prevention (2017)
101. The Impact of Post-Discharge Call Interview to Improve the Screening of Post-Intubation Tracheal Stenosis: An Experimental Study, Iranian Red Crescent Medical Journal (2017)
102. Web and Mobile Based Hiv Prevention and Intervention Programs Pros and Cons -A Review, Studies in Health Technology and Informatics (2017)
103. A Comparative Study of Perceived Social Support and Self-Efficacy Among Women With Wanted and Unwanted Pregnancy, International Journal of Community Based Nursing and Midwifery (2016)
104. A Comparative Study of Perceived Social Support and Self-Efficacy Among Women With Wanted and Unwanted Pregnancy, International Journal of Community Based Nursing and Midwifery (2016)
105. Burden of Sexually Transmitted Infections in Iran From 1990 to 2010: Results From the Global Burden of Disease Study 2010, Archives of Iranian Medicine (2016)
106. Computerized Techniques Pave the Way for Drug-Drug Interaction Prediction and Interpretation, BioImpacts (2016)
107. Comparing Performance of Data Mining Algorithms in Prediction Heart Diseses, International Journal of Electrical and Computer Engineering (2015)
108. Designing an Artificial Neural Network for Prediction of Pregnancy Outcomes in Women With Systemic Lupus Erythematosus in Iran, Tehran University Medical Journal (2015)