Recommendations for enhancing the usability and understandability of process mining in healthcare
暂无分享,去创建一个
Moe Thandar Wynn | Fernando Seoane | Avigdor Gal | Jochen De Weerdt | Jan Vanthienen | Bram B. Van Acker | Jorge Munoz-Gama | Luis Marco-Ruiz | Carlos Fernández-Llatas | Owen Johnson | Roberto Gatta | Niels Martin | Gema Ibáñez | Felix Mannhardt | Steven Mertens | David Baltar Boilève | Jochen Bergs | Mieke Joosten-Melis | Stijn Schretlen | Steven B. Mertens | A. Gal | J. Vanthienen | J. Munoz-Gama | M. Wynn | O. Johnson | J. Bergs | Niels Martin | F. Seoane | C. Fernández-Llatas | R. Gatta | Luis Marco-Ruiz | F. Mannhardt | Stijn Schretlen | Gema Ibáñez | Mieke Joosten-Melis
[1] Niels Martin,et al. Data-Driven Process Simulation , 2019, Encyclopedia of Big Data Technologies.
[2] Jihoon Kim,et al. A multi-layered framework for disseminating knowledge for computer-based decision support , 2011, J. Am. Medical Informatics Assoc..
[3] LeighAnne Olsen,et al. The Learning Healthcare System , 2007 .
[4] Mykola Pechenizkiy,et al. Dealing With Concept Drifts in Process Mining , 2014, IEEE Transactions on Neural Networks and Learning Systems.
[5] Moe Thandar Wynn,et al. Process Mining for Clinical Processes , 2015, ACM Trans. Manag. Inf. Syst..
[6] Huilong Duan,et al. On local anomaly detection and analysis for clinical pathways , 2015, Artif. Intell. Medicine.
[7] Dursun Delen,et al. Using predictive analytics to identify drug-resistant epilepsy patients , 2020, Health Informatics J..
[8] Omolola Ogunyemi,et al. GLIF3: the evolution of a guideline representation format , 2000, AMIA.
[9] Jorge Munoz-Gama,et al. Toward Value-Based Healthcare through Interactive Process Mining in Emergency Rooms: The Stroke Case , 2019, International journal of environmental research and public health.
[10] Wil M. P. van der Aalst,et al. Process Mining , 2016, Springer Berlin Heidelberg.
[11] Ricardo Seguel,et al. Process Mining Manifesto , 2011, Business Process Management Workshops.
[12] Moe Thandar Wynn,et al. Detection and Interactive Repair of Event Ordering Imperfection in Process Logs , 2018, CAiSE.
[13] Natalia Iglesias,et al. Comprehensive analysis of rule formalisms to represent clinical guidelines: Selection criteria and case study on antibiotic clinical guidelines , 2020, Artif. Intell. Medicine.
[14] Michelle R. Hribar,et al. Using electronic health record audit logs to study clinical activity: a systematic review of aims, measures, and methods , 2019, J. Am. Medical Informatics Assoc..
[15] Claudio Di Ciccio,et al. Knowledge-Intensive Processes: Characteristics, Requirements and Analysis of Contemporary Approaches , 2015, Journal on Data Semantics.
[16] Hajo A. Reijers,et al. Data-driven process discovery , 2017 .
[17] Erik Perjons,et al. An Introduction to Design Science , 2014, Springer International Publishing.
[18] Daniel Forsberg,et al. Analyzing PACS Usage Patterns by Means of Process Mining: Steps Toward a More Detailed Workflow Analysis in Radiology , 2015, Journal of Digital Imaging.
[19] Daniel J. Vreeman,et al. Logical Observation Identifiers Names and Codes (LOINC®) users' guide , 2010 .
[20] Mojtaba Alizadeh,et al. The application of internet of things in healthcare: a systematic literature review and classification , 2018, Universal Access in the Information Society.
[21] Pamela Mazzocato,et al. Lean thinking in healthcare: a realist review of the literature , 2010, Quality and Safety in Health Care.
[22] David C. Hogg,et al. The assessment of data quality issues for process mining in healthcare using Medical Information Mart for Intensive Care III, a freely available e-health record database , 2018, Health Informatics J..
[23] John R. Venable,et al. Identifying and Addressing Stakeholder Interests in Design Science Research: An Analysis Using Critical Systems Heuristics , 2009, CreativeSME.
[24] Wil M. P. van der Aalst,et al. DECLARE: Full Support for Loosely-Structured Processes , 2007, 11th IEEE International Enterprise Distributed Object Computing Conference (EDOC 2007).
[25] Diogo R. Ferreira,et al. Business process analysis in healthcare environments: A methodology based on process mining , 2012, Inf. Syst..
[26] Niels Martin,et al. Using Indoor Location System Data to Enhance the Quality of Healthcare Event Logs: Opportunities and Challenges , 2018, Business Process Management Workshops.
[27] Marlon Dumas,et al. Detecting Sudden and Gradual Drifts in Business Processes from Execution Traces , 2017, IEEE Transactions on Knowledge and Data Engineering.
[28] V. Hasselblad,et al. Effect of Clinical Decision-Support Systems , 2012, Annals of Internal Medicine.
[29] Moe Thandar Wynn,et al. ProcessProfiler3D: A visualisation framework for log-based process performance comparison , 2017, Decis. Support Syst..
[30] Antonio D'Andreamatteo,et al. Lean in healthcare: A comprehensive review. , 2015, Health policy.
[31] Raghava Rao Mukkamala,et al. Nested Dynamic Condition Response Graphs , 2011, FSEN.
[32] S. Kaasa,et al. Computer-Based Clinical Decision Support Systems and Patient-Reported Outcomes: A Systematic Review , 2015, The Patient - Patient-Centered Outcomes Research.
[33] Ayca Tarhan,et al. Systematic Mapping of Process Mining Studies in Healthcare , 2018, IEEE Access.
[34] Shari J. Welch,et al. Emergency department performance measures updates: proceedings of the 2014 emergency department benchmarking alliance consensus summit. , 2015, Academic emergency medicine : official journal of the Society for Academic Emergency Medicine.
[35] Mor Peleg,et al. Healthcare Process Support: Achievements, Challenges, Current Research , 2012 .
[36] Marco Montali,et al. Declarative Process Modeling in BPMN , 2015, CAiSE.
[37] John Fox,et al. Application of Information Technology: The Syntax and Semantics of the PROforma Guideline Modeling Language , 2003, J. Am. Medical Informatics Assoc..
[38] Massimo Mecella,et al. Automated Discovery of Process Models from Event Logs: Review and Benchmark , 2017, IEEE Transactions on Knowledge and Data Engineering.
[39] Alessandro Sperduti,et al. Business models enhancement through discovery of roles , 2013, 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM).
[40] Alberto Trombetta,et al. BPMN: An introduction to the standard , 2012, Comput. Stand. Interfaces.
[41] Jorge Munoz-Gama,et al. Control-flow analysis of procedural skills competencies in medical training through process mining , 2019, Postgraduate Medical Journal.
[42] Sooyoung Yoo,et al. Discovery of Outpatient Care Process of a Tertiary University Hospital Using Process Mining , 2013, Healthcare informatics research.
[43] Nophar Geifman,et al. Mining post-surgical care processes in breast cancer patients , 2020, Artif. Intell. Medicine.
[44] Frank Fox,et al. A Data Quality Framework for Process Mining of Electronic Health Record Data , 2018, 2018 IEEE International Conference on Healthcare Informatics (ICHI).
[45] Vicente Traver,et al. Applying Evidence-Based Medicine in Telehealth: An Interactive Pattern Recognition Approximation , 2013, International journal of environmental research and public health.
[46] Navjyot Hansi,et al. Process mapping the patient journey: an introduction , 2010, BMJ : British Medical Journal.
[47] Ernestina Menasalvas Ruiz,et al. Reconstructing the patient's natural history from electronic health records , 2020, Artif. Intell. Medicine.
[48] D. Blumenthal,et al. Achieving a Nationwide Learning Health System , 2010, Science Translational Medicine.
[49] Martin Matzner,et al. Conformance checking: a state-of-the-art literature review , 2019, S-BPM ONE '19.
[50] Yuval Shahar,et al. The Asgaard project: a task-specific framework for the application and critiquing of time-oriented clinical guidelines , 1998, Artif. Intell. Medicine.
[51] Roque Marín,et al. Temporal similarity measures for querying clinical workflows , 2009, Artif. Intell. Medicine.
[52] A. Detsky,et al. Evidence-based medicine. A new approach to teaching the practice of medicine. , 1992, JAMA.
[53] Hua Xu,et al. A study of active learning methods for named entity recognition in clinical text , 2015, J. Biomed. Informatics.
[54] Agusti Solanas,et al. Process Mining in Healthcare: A Systematic Review , 2018, 2018 9th International Conference on Information, Intelligence, Systems and Applications (IISA).
[55] Wil M. P. van der Aalst,et al. Using Domain Knowledge to Enhance Process Mining Results , 2015, SIMPDA.
[56] Bart Baesens,et al. Getting a Grasp on Clinical Pathway Data: An Approach Based on Process Mining , 2012, PAKDD Workshops.
[57] Hajo A. Reijers,et al. Discovering Social Networks from Event Logs , 2005, Computer Supported Cooperative Work (CSCW).
[58] Bart Baesens,et al. A multi-dimensional quality assessment of state-of-the-art process discovery algorithms using real-life event logs , 2012, Inf. Syst..
[59] Massimiliano de Leoni,et al. Decision Discovery in Business Processes , 2019, Encyclopedia of Big Data Technologies.
[60] Mor Peleg,et al. Computer-interpretable clinical guidelines: A methodological review , 2013, J. Biomed. Informatics.
[61] Ahmed Awad,et al. Deducing Case IDs for Unlabeled Event Logs , 2015, Business Process Management Workshops.
[62] Geert Poels,et al. Towards a decision-aware declarative process modeling language for knowledge-intensive processes , 2017, Expert Syst. Appl..
[63] John Fox,et al. Comparing computer-interpretable guideline models: a case-study approach. , 2003, Journal of the American Medical Informatics Association : JAMIA.
[64] Sander J. J. Leemans,et al. PM ^2 : A Process Mining Project Methodology , 2015, CAiSE.
[65] Gunnar Ellingsen,et al. Infrastructuring in Healthcare through the OpenEHR Architecture , 2017, Computer Supported Cooperative Work (CSCW).
[66] Jules White,et al. Chapter One - Blockchain Technology Use Cases in Healthcare , 2018, Adv. Comput..
[67] Mathias Weske,et al. Repairing Event Logs Using Timed Process Models , 2013, OTM Workshops.
[68] P. Vandervoort,et al. Mobile Phone–Based Use of the Photoplethysmography Technique to Detect Atrial Fibrillation in Primary Care: Diagnostic Accuracy Study of the FibriCheck App , 2019, JMIR mHealth and uHealth.
[69] Wil M. P. van der Aalst,et al. Modeling Business Processes - A Petri Net-Oriented Approach , 2011, Cooperative Information Systems series.
[70] Wil M. P. van der Aalst,et al. Process-Aware Information System Development for the Healthcare Domain - Consistency, Reliability, and Effectiveness , 2009, Business Process Management Workshops.
[71] Wil M. P. van der Aalst,et al. Towards comprehensive support for organizational mining , 2008, Decis. Support Syst..
[72] Tiago K. Colicchio,et al. Unintended Consequences of Nationwide Electronic Health Record Adoption: Challenges and Opportunities in the Post-Meaningful Use Era , 2019, Journal of medical Internet research.
[73] Johannes De Smedt,et al. Fusion Miner: Process discovery for mixed-paradigm models , 2015, Decis. Support Syst..
[74] Gert-Jan de Vries,et al. Analysis and Optimization of a Sepsis Clinical Pathway Using Process Mining , 2019, Business Process Management Workshops.
[75] Raghava Rao Mukkamala,et al. Declarative Event-Based Workflow as Distributed Dynamic Condition Response Graphs , 2011, PLACES.
[76] Mathias Weske,et al. Bridging abstraction layers in process mining , 2014, Inf. Syst..
[77] Mathias Weske,et al. Discovering Stochastic Petri Nets with Arbitrary Delay Distributions from Event Logs , 2013, Business Process Management Workshops.
[78] Owen A. Johnson,et al. Process Mining in Cardiology: A Literature Review , 2018 .
[79] Niels Peek,et al. Process Mining in Primary Care: A Literature Review , 2018, MIE.
[80] Minseok Song,et al. Analysis of length of hospital stay using electronic health records: A statistical and data mining approach , 2018, PloS one.
[81] Moe Thandar Wynn,et al. A Framework for Cost-Aware Process Management: Cost Reporting and Cost Prediction , 2014, J. Univers. Comput. Sci..
[82] Michiel van Genuchten,et al. Mining processes in dentistry , 2012, IHI '12.
[83] Wil M. P. van der Aalst,et al. Process Mining Techniques: an Application to Stroke Care , 2008, MIE.
[84] Ahmed Najjar,et al. A two-step approach for mining patient treatment pathways in administrative healthcare databases , 2018, Artif. Intell. Medicine.
[85] Owen Johnson,et al. Process Mining in Frail Elderly Care: A Literature Review , 2019, HEALTHINF.
[86] Sergio Tessaris,et al. Completing Workflow Traces Using Action Languages , 2015, CAiSE.
[87] Kathrin Figl. Comprehension of Procedural Visual Business Process Models , 2017, Bus. Inf. Syst. Eng..
[88] Silvana Quaglini,et al. Improving structural medical process comparison by exploiting domain knowledge and mined information , 2014, Artif. Intell. Medicine.
[89] Huilong Duan,et al. On mining clinical pathway patterns from medical behaviors , 2012, Artif. Intell. Medicine.
[90] Robert Andrews,et al. Leveraging Data Quality to Better Prepare for Process Mining: An Approach Illustrated Through Analysing Road Trauma Pre-Hospital Retrieval and Transport Processes in Queensland , 2019, International journal of environmental research and public health.
[91] Nick Goodwin,et al. Understanding Integrated Care , 2016, International journal of integrated care.
[92] Alan R. Hevner,et al. Design Science in Information Systems Research , 2004, MIS Q..
[93] Adam B. Wilcox,et al. A Review of Predictive Analytics Solutions for Sepsis Patients , 2020, Applied Clinical Informatics.
[94] Ezra Dessers,et al. Instruments Measuring Integrated Care: A Systematic Review of Measurement Properties. , 2016, The Milbank quarterly.
[95] Johan Gustav Bellika,et al. The Learning Healthcare System: Where are we now? A systematic review , 2016, J. Biomed. Informatics.
[96] Wil M. P. van der Aalst,et al. Process Mining in Healthcare , 2020, Interactive Process Mining in Healthcare.
[97] Andreas W Kempa-Liehr,et al. Healthcare pathway discovery and probabilistic machine learning , 2020, Int. J. Medical Informatics.
[98] Jorge Munoz-Gama,et al. Process mining in healthcare: A literature review , 2016, J. Biomed. Informatics.
[99] Jan Recker,et al. Opportunities and constraints: the current struggle with BPMN , 2010, Bus. Process. Manag. J..
[100] Mathias Weske,et al. Blockchains for Business Process Management - Challenges and Opportunities , 2017, ACM Trans. Manag. Inf. Syst..
[101] Moe Thandar Wynn,et al. Mining Resource Profiles from Event Logs , 2017, ACM Trans. Manag. Inf. Syst..
[102] Vicente Traver,et al. Process Mining Methodology for Health Process Tracking Using Real-Time Indoor Location Systems , 2015, Sensors.
[103] Owen Johnson,et al. Process mining in oncology: A literature review , 2016, 2016 6th International Conference on Information Communication and Management (ICICM).
[104] Sooyoung Yoo,et al. Assessment of hospital processes using a process mining technique: Outpatient process analysis at a tertiary hospital , 2016, Int. J. Medical Informatics.
[105] Andrea Burattin,et al. Performance Analysis of Emergency Room Episodes Through Process Mining † , 2019, International journal of environmental research and public health.
[106] Moe Thandar Wynn,et al. Discovering work prioritisation patterns from event logs , 2017, Decis. Support Syst..
[107] Boudewijn F. van Dongen,et al. Discovering Social Networks Instantly: Moving Process Mining Computations to the Database and Data Entry Time , 2017, BPMDS/EMMSAD@CAiSE.
[108] Mathias Weske,et al. Embedding Conformance Checking in a Process Intelligence System in Hospital Environments , 2012, ProHealth/KR4HC.
[109] J. M. Eklund,et al. Blockchain Technology in Healthcare: A Systematic Review , 2019, Healthcare.
[110] Moe T. Wynn,et al. Directly Follows-Based Process Mining: Exploration & a Case Study , 2019, 2019 International Conference on Process Mining (ICPM).
[111] Guilherme Del Fiol,et al. Context-sensitive decision support (infobuttons) in electronic health records: a systematic review , 2017, J. Am. Medical Informatics Assoc..
[112] Boudewijn F. van Dongen,et al. Replaying history on process models for conformance checking and performance analysis , 2012, WIREs Data Mining Knowl. Discov..
[113] Paola Mello,et al. Conformance Checking of Executed Clinical Guidelines in Presence of Basic Medical Knowledge , 2011, Business Process Management Workshops.
[114] Manfred Reichert,et al. IT support for healthcare processes - premises, challenges, perspectives , 2007, Data Knowl. Eng..
[115] Antonio Iera,et al. The Internet of Things: A survey , 2010, Comput. Networks.
[116] Nicholas R. Hardiker,et al. The use of computerized clinical decision support systems in emergency care: a substantive review of the literature , 2017, J. Am. Medical Informatics Assoc..
[117] Kris Braekers,et al. Quality of input data in emergency department simulations: Framework and assessment techniques , 2019, Simul. Model. Pract. Theory.
[118] Adaline C. Hayden,et al. Classification of Diseases , 1896, The Dental register.
[119] Jan Martijn E. M. van der Werf,et al. Process Diagnostics: A Method Based on Process Mining , 2009, 2009 International Conference on Information, Process, and Knowledge Management.
[120] Oscar González Rojas,et al. Automated Discovery of Business Process Simulation Models from Event Logs , 2020, Decis. Support Syst..
[121] Camille Salinesi,et al. Process models of interrelated speech intentions from online health-related conversations , 2018, Artif. Intell. Medicine.
[122] J. Cramm,et al. Healthcare professionals’ views on patient-centered care in hospitals , 2015, BMC Health Services Research.
[123] Mathias Weske,et al. The Internet-of-Things Meets Business Process Management: Mutual Benefits and Challenges , 2017, ArXiv.
[124] Niels Martin,et al. The Use of Process Mining in Business Process Simulation Model Construction , 2016, Bus. Inf. Syst. Eng..
[125] Arthur H. M. ter Hofstede,et al. Improving Patient Flows at St. Andrew's War Memorial Hospital's Emergency Department Through Process Mining , 2018, Business Process Management Cases.
[126] Wil M. P. van der Aalst,et al. Enabling Interactive Process Analysis with Process Mining and Visual Analytics , 2017, HEALTHINF.
[127] Wil M. P. van der Aalst,et al. ProDiGy : Human-in-the-loop process discovery , 2018, 2018 12th International Conference on Research Challenges in Information Science (RCIS).
[128] Jorge Munoz-Gama,et al. Question-Driven Methodology for Analyzing Emergency Room Processes Using Process Mining , 2017 .
[129] Kris Braekers,et al. Simulation of emergency department operations: A comprehensive review of KPIs and operational improvements , 2019, Comput. Ind. Eng..
[130] Bart Baesens,et al. A Process Mining-Based Investigation of Adverse Events in Care Processes , 2014, Health information management : journal of the Health Information Management Association of Australia.
[131] Antoine Piau,et al. A smartphone Chatbot application to optimize monitoring of older patients with cancer , 2019, Int. J. Medical Informatics.
[132] Marjan Hericko,et al. Business process model and notation: The current state of affairs , 2015, Comput. Sci. Inf. Syst..
[133] Geert Poels,et al. Discovering health-care processes using DeciClareMiner , 2018, Health systems.
[134] Orlenys López-Pintado,et al. Extracting Event Logs for Process Mining from Data Stored on the Blockchain , 2019, Business Process Management Workshops.
[135] Andreas Solti,et al. Event Log Cleaning for Business Process Analytics , 2019, Encyclopedia of Big Data Technologies.
[136] Gordon H Guyatt,et al. Progress in evidence-based medicine: a quarter century on , 2017, The Lancet.
[137] Moe Thandar Wynn,et al. Event log imperfection patterns for process mining: Towards a systematic approach to cleaning event logs , 2017, Inf. Syst..
[138] Shari J. Welch,et al. Emergency department performance measures and benchmarking summit. , 2006, Academic emergency medicine : official journal of the Society for Academic Emergency Medicine.
[139] Farhaan Mirza,et al. A review on IoT healthcare monitoring applications and a vision for transforming sensor data into real-time clinical feedback , 2017, 2017 IEEE 21st International Conference on Computer Supported Cooperative Work in Design (CSCWD).
[140] Wil M. P. van der Aalst,et al. Process Aware Information Systems: Bridging People and Software Through Process Technology , 2005 .
[141] Adler J. Perotte,et al. Risk prediction for chronic kidney disease progression using heterogeneous electronic health record data and time series analysis , 2015, J. Am. Medical Informatics Assoc..
[142] Antonio Martinez-Millana,et al. Interactive Data Cleaning for Process Mining: A Case Study of an Outpatient Clinic's Appointment System , 2019, Business Process Management Workshops.
[143] Ekkart Kindler,et al. On the declarative paradigm in hybrid business process representations: A conceptual framework and a systematic literature study , 2020, Inf. Syst..