CEECP: CT-based enhanced e-clinical pathways in terms of processing time to enable big data analytics in healthcare along with cloud computing

Alahmar, A., & Benlamri, R. (2020). Optimizing hospital resources using big data analytics with standardized e-clinical pathways. In 2020 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech) (pp. 650–657). IEEE. Alahmar, 2020, Ontological framework for standardizing and digitizing clinical pathways in healthcare information systems, Computer Methods and Programs in Biomedicine, 196, 10.1016/j.cmpb.2020.105559 Alahmar, 2020, SNOMED CT-based standardized e-clinical pathways for enabling big data analytics in healthcare, IEEE Access, 8, 92765 Ardito, C., Bellifemine, F., Di Noia, T., Lofu, D., & Mallardi, G. (2020). A proposal of case-based approach to clinical pathway modeling support. In 2020 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS) (pp. 1–6). IEEE. Alotaibi, 2020, The role of big data and twitter data analytics in healthcare supply chain management, 267 Aspland, 2021, Modified Needleman-Wunsch algorithm for clinical pathway clustering, Journal of Biomedical Informatics, 115, 10.1016/j.jbi.2020.103668 Apache HBase (2020). Available online: http://hbase.apache.org/ (accessed on 5 November 2020). Apache Hive (2020). Available online: http://hive.apache.org/ (accessed on 5 November 2020). Apache Tez (2020). Available online: http://tez.apache.org/ (accessed on 25 November 2020). Belcastro, 2022, Programming big data analysis: Principles and solutions, Journal of Big Data, 9, 4, 10.1186/s40537-021-00555-2 Bennett, K. P. (2019). Artificial Intelligence for Public Health. In 2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (pp. 1–2). IEEE. doi: 10.1109/BIBM47256.2019.8983112. Beny, 2022, Haemophilia in France: Modelisation of the Clinical Pathway for Patients, International Journal of Environmental Research and Public Health, 19, 646, 10.3390/ijerph19020646 Borghini, 2021, Learning from excellence to improve healthcare services: The experience of the maternal and child care pathway, International Journal of Environmental Research and Public Health, 18, 1481, 10.3390/ijerph18041481 Burghard, C. (2012). Big data and analytics key to accountable care success. [Google Scholar]. Cascini, 2021, Developing a data-driven approach in order to improve the safety and quality of patient care, Frontiers Public Health, 9, 10.3389/fpubh.2021.667819 Chauhan, 2020, An optimized integrated framework of big data analytics managing security and privacy in healthcare data, Wireless Personal Communications, 1–22 Chauhan, R., & Yafi, E. (2021). Big data analytics for prediction modelling in healthcare databases. In 2021 15th international conference on ubiquitous information management and communication (IMCOM) (pp. 1–5). IEEE. doi: 10.1109/IMCOM51814.2021.9377403. Chen, 2000, The impact of clinical pathways on the practice of head and neck oncologic surgery: The University of Texas M. D. Anderson Cancer Center Experience, Archives of Otolaryngology–Head & Neck Surgery, 126, 322, 10.1001/archotol.126.3.322 Chioreanu, 2014, November). Implementing and securing a hybrid cloud for a healthcare information system, 1 Cho, 2020, Developing data-driven clinical pathways using electronic health records: The cases of total laparoscopic hysterectomy and rotator cuff tears, International Journal of Medical Informatics, 133, 10.1016/j.ijmedinf.2019.104015 Codella, J., Sarker, H., Chakraborty, P., Ghalwash, M., Yao, Z., & Sow, D. (2019). EXITs: An ensemble approach for imputing missing EHR data. In 2019 IEEE international conference on healthcare informatics (ICHI) (pp. 1–3). IEEE. doi: 10.1109/ICHI.2019.8904779. Crole-Rees, 2022, Developing a clinical pathway for traumatic stress in prisons, Medicine, Science and the Law, 10.1177/00258024211072770 Hewage, 2021, Does the choice of care pathways matter in timely breast cancer care in Sri Lanka?, Cancer Epidemiology, 70, 10.1016/j.canep.2020.101862 Hoelscher, 2020, Digitizing infectious disease clinical guidelines for improved clinician satisfaction, CIN: Computers, Informatics, Nursing, 38, 303 Honar Pajooh, 2021, IoT Big Data provenance scheme using blockchain on Hadoop ecosystem, Journal of Big Data, 8, 114, 10.1186/s40537-021-00505-y Ibeziako, 2019, Developing a clinical pathway for somatic symptom and related disorders in pediatric hospital settings, Hospital Pediatrics, 9, 147, 10.1542/hpeds.2018-0205 IDC (2018). Big data big opportunities. Available online: http://www.emc.com/microsites/cio/articles/big-data-bigopportunities/LCIA-BigDataOpportunities-Value.pdf (accessed on 25 July 2018). Kamruzzaman, M. M. (2020). Architecture of smart health care system using artificial intelligence. In 2020 IEEE international conference on multimedia & expo workshops (ICMEW) (pp. 1–6). IEEE. doi: 10.1109/ICMEW46912.2020.9106026. Kempa-Liehr, 2020, Healthcare pathway discovery and probabilistic machine learning, International Journal of Medical Informatics, 137, 10.1016/j.ijmedinf.2020.104087 Knime (2021). Available online https://www.knime.com/ (accessed on 5 JUNE 2021). Tawalbeh, 2016, Mobile cloud computing model and big data analysis for healthcare applications, IEEE Access, 4, 6171, 10.1109/ACCESS.2016.2613278 Liu, 2020, Anonymous electronic health record sharing scheme based on decentralized hierarchical attribute-based encryption in cloud environment, IEEE Access, 8, 200180, 10.1109/ACCESS.2020.3035468 Mahout (2020). Available online: http://mahout.apache.org/ (accessed on 25November 2020). Khan, M. A. -u. -d., Uddin, M. F., & Gupta, N. (2014). Seven V's of big data understanding big data to extract value. In Proceedings of the 2014 zone 1 conference of the American society for engineering education (pp. 1–5). doi: 10.1109/ASEEZone1.2014.6820689. Marston, 2011, Cloud computing—The business perspective, Decision Support Systems, 51, 176, 10.1016/j.dss.2010.12.006 Mohamed, 2020, The state of the art and taxonomy of big data analytics: View from new big data framework, Artificial Intelligence Review, 53, 989, 10.1007/s10462-019-09685-9 Neill, 2013, Using artificial intelligence to improve hospital inpatient care, IEEE Intelligent Systems, 28, 92, 10.1109/MIS.2013.51 Patel, 2018, A clinical pathway for the postoperative management of hypocalcemia after pediatric thyroidectomy reduces blood draws, International Journal of Pediatric Otorhinolaryngology, 105, 132, 10.1016/j.ijporl.2017.12.011 Pesqueira, 2020, Big data skills sustainable development in healthcare and pharmaceuticals, Journal of Medical Systems, 44, 1, 10.1007/s10916-020-01665-9 Raghupathi, 2014, Big data analytics in healthcare: Promise and potential, Health Information Science and Systems, 2, 3, 10.1186/2047-2501-2-3 Rajkomar, 2018, Scalable and accurate deep learning with electronic health records, NPJ Digital Medicine, 1, 1, 10.1038/s41746-018-0029-1 Razzak, 2020, Big data analytics for preventive medicine, Neural Computing and Applications, 32, 4417, 10.1007/s00521-019-04095-y Rehman, 2021, Leveraging big data analytics in healthcare enhancement: Trends, challenges and opportunities, Multimedia Systems, 1–33 Shaikh, 2020, Role of IoT and bigdata analytics in healthcare for disease prediction, 1 Shi, 2019, Efficient and unconditionally anonymous certificateless provable data possession scheme with trusted KGC for cloud-based EMRs, IEEE Access, 7, 69410, 10.1109/ACCESS.2019.2918639 Shubert, 2018, Implementation of prospective, surgeon-driven, risk-based pathway for pancreatoduodenectomy results in improved clinical outcomes and first year cost savings of $1 million, Surgery, 163, 495, 10.1016/j.surg.2017.10.022 Spark (2020). Available online: https://spark.apache.org/ (accessed on 30November 2020). Steinfeld, 2015, The role of lean process improvement in implementation of evidence-based practices in behavioral health care, The Journal of Behavioral Health Services & Research, 42, 504, 10.1007/s11414-013-9386-3 Oliveira, 2019, Owl-based acquisition and editing of computer-interpretable guidelines with the compguide editor, Expert Systems, 36, 10.1111/exsy.12276 Wang, 2021, Construction of clinical pathway information management system under the guidance of evidence-based medicine, Journal of Healthcare Engineering, 2021 Wankah, 2022, Provider and manager perspectives on the use of an integrated clinical pathway for community-dwelling older adults: A qualitative case study, International Journal of Integrated Care, 22, 10.5334/ijic.5965 Wylde, 2018, Clinical-and cost-effectiveness of the STAR care pathway compared to usual care for patients with chronic pain after total knee replacement: Study protocol for a UK randomized controlled trial, Trials, 19, 1, 10.1186/s13063-018-2516-8 Zhang, 2020, A secure energy-saving communication and encrypted storage model based on rc4 for ehr, IEEE Access, 8, 38995, 10.1109/ACCESS.2020.2975208 Zhang, 2018, Healthdep: An efficient and secure deduplication scheme for cloud-assisted ehealth systems, IEEE Transactions on Industrial Informatics, 14, 4101, 10.1109/TII.2018.2832251 Zhang, 2020, PPO-CPQ: A privacy-preserving optimization of clinical pathway query for e-healthcare systems, IEEE Internet of Things Journal, 7, 10660, 10.1109/JIOT.2020.3007518