{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T18:37:28Z","timestamp":1769971048544,"version":"3.49.0"},"reference-count":98,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/100008218","name":"Embry Riddle Aeronautical University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100008218","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Reliability Engineering & System Safety"],"published-print":{"date-parts":[[2026,5]]},"DOI":"10.1016\/j.ress.2025.112124","type":"journal-article","created":{"date-parts":[[2025,12,16]],"date-time":"2025-12-16T16:52:33Z","timestamp":1765903953000},"page":"112124","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["A data-driven model of human factors contributing to loss of control in-flight and on the ground in general aviation"],"prefix":"10.1016","volume":"269","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2565-5578","authenticated-orcid":false,"given":"Esmaeil","family":"Zarei","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0009-0009-4102-0247","authenticated-orcid":false,"given":"Brian J.","family":"Roggow","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2335-0276","authenticated-orcid":false,"given":"Kamran","family":"Gholamizadeh","sequence":"additional","affiliation":[]},{"given":"Kelly","family":"Hansen","sequence":"additional","affiliation":[]},{"given":"Caleb","family":"Langel","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0001","doi-asserted-by":"crossref","first-page":"57","DOI":"10.2514\/1.D0432","article-title":"Human factors in general aviation loss of control: survey of pilot experiences","volume":"33","author":"Majumdar","year":"2025","journal-title":"J Air Transp"},{"issue":"1315","key":"10.1016\/j.ress.2025.112124_bib0002","doi-asserted-by":"crossref","first-page":"1554","DOI":"10.1017\/aer.2023.18","article-title":"Loss of control in flight accident case study: icing-related tailplane stall","volume":"127","author":"Bromfield","year":"2023","journal-title":"Aeronaut J"},{"key":"10.1016\/j.ress.2025.112124_bib0003","series-title":"Human factors in flight","author":"Hawkins","year":"2017"},{"key":"10.1016\/j.ress.2025.112124_bib0004","article-title":"Evolution of Human factors research in Aviation safety: a systematic review and bibliometric analysis of the intellectual structure","author":"Okine","year":"2025","journal-title":"J Saf Sci Resil"},{"key":"10.1016\/j.ress.2025.112124_bib0005","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/j.jsr.2019.03.009","article-title":"An analysis of human factors in fifty controlled flight into terrain aviation accidents from 2007 to 2017","volume":"69","author":"Kelly","year":"2019","journal-title":"J Saf Res"},{"key":"10.1016\/j.ress.2025.112124_bib0006","series-title":"Loss of control in-flight accident analysis report-edition 2019","year":"2019"},{"key":"10.1016\/j.ress.2025.112124_bib0007","article-title":"Hourly associations between weather factors and traffic crashes: non-linear and lag effects","volume":"24","author":"Xing","year":"2019","journal-title":"Anal Methods Accid Res"},{"key":"10.1016\/j.ress.2025.112124_bib0008","series-title":"A survey of pilots\u2019 experiences of inflight loss of control incidents and training","author":"Majumdar","year":"2022"},{"issue":"4","key":"10.1016\/j.ress.2025.112124_bib0009","doi-asserted-by":"crossref","first-page":"137","DOI":"10.2514\/1.D0286","article-title":"General aviation loss of control in flight accidents: causal and contributory factors","volume":"30","author":"Smith","year":"2022","journal-title":"J Air Transp"},{"key":"10.1016\/j.ress.2025.112124_bib0010","article-title":"Unveiling the determinants of injury severities across age groups and time: a deep dive into the unobserved heterogeneity among pedestrian crashes","volume":"43","author":"Liu","year":"2024","journal-title":"Anal Methods Accid Res"},{"issue":"10","key":"10.1016\/j.ress.2025.112124_bib0011","first-page":"5","article-title":"A case analysis of human factors affecting aviation maintenance personnel","volume":"1000","author":"Prasad","year":"2024","journal-title":"Aviat Maint"},{"issue":"2","key":"10.1016\/j.ress.2025.112124_bib0012","doi-asserted-by":"crossref","first-page":"640","DOI":"10.3390\/app14020640","article-title":"Human factors as predictor of fatalities in aviation accidents: a neural network analysis","volume":"14","author":"L\u00e1zaro","year":"2024","journal-title":"Appl Sci"},{"issue":"11","key":"10.1016\/j.ress.2025.112124_bib0013","first-page":"1006","article-title":"Human error analysis of commercial aviation accidents: application of the human factors analysis and classification system (HFACS)","volume":"72","author":"Wiegmann","year":"2001","journal-title":"Aviat Space Env Med"},{"key":"10.1016\/j.ress.2025.112124_bib0014","doi-asserted-by":"crossref","DOI":"10.1016\/j.ssci.2023.106354","article-title":"Exploring the intellectual insights in aviation safety research: a systematic literature and bibliometric review","volume":"170","author":"Okine","year":"2024","journal-title":"Saf Sci"},{"key":"10.1016\/j.ress.2025.112124_bib0015","unstructured":"Wiegmann D., Faaborg T., Boquet A., Detwiler C., Holcomb K., Shappell S. Human error and general aviation accidents: a comprehensive, fine-grained analysis using HFACS. 2005."},{"issue":"10","key":"10.1016\/j.ress.2025.112124_bib0016","first-page":"1056","article-title":"Pilot error and its relationship with higher organizational levels: HFACS analysis of 523 accidents","volume":"77","author":"Li","year":"2006","journal-title":"Aviat Space Env Med"},{"issue":"8","key":"10.1016\/j.ress.2025.112124_bib0017","doi-asserted-by":"crossref","first-page":"803","DOI":"10.3357\/ASEM.3176.2013","article-title":"Exploring human error in military aviation flight safety events using post-incident classification systems","volume":"84","author":"Hooper","year":"2013","journal-title":"Aviat Space Env Med"},{"issue":"6","key":"10.1016\/j.ress.2025.112124_bib0018","first-page":"2867","article-title":"A study on human errors of air traffic controllers based on HFACS-AHP","volume":"23","author":"Zhu","year":"2023","journal-title":"J Comput Methods Sci Eng"},{"key":"10.1016\/j.ress.2025.112124_bib0019","doi-asserted-by":"crossref","DOI":"10.1016\/j.treng.2023.100184","article-title":"The role of human factors in aviation ground operation-related accidents\/incidents: a human error analysis approach","volume":"13","author":"Muecklich","year":"2023","journal-title":"Transp Eng"},{"issue":"2","key":"10.1016\/j.ress.2025.112124_bib0020","first-page":"101","article-title":"Human factors in air cargo operations: an analysis using HFACS","volume":"2","author":"K\u0131l\u0131c","year":"2020","journal-title":"J Aviat Res"},{"issue":"2","key":"10.1016\/j.ress.2025.112124_bib0021","doi-asserted-by":"crossref","first-page":"10","DOI":"10.30518\/jav.740590","article-title":"Application of HFACS to the nighttime aviation accidents and incidents","volume":"4","author":"K\u0131l\u0131c","year":"2020","journal-title":"J Aviat"},{"issue":"3","key":"10.1016\/j.ress.2025.112124_bib0022","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1080\/24721840.2023.2232387","article-title":"Qualitative analysis of general aviation pilots\u2019 aviation safety reporting system incident narratives using the human factors analysis and classification system","volume":"33","author":"Vempati","year":"2023","journal-title":"Int J Aerosp Psychol"},{"key":"10.1016\/j.ress.2025.112124_bib0023","series-title":"An analysis of human causal factors in unmanned aerial vehicle (UAV) accidents: monterey","author":"Oncu","year":"2014"},{"key":"10.1016\/j.ress.2025.112124_bib0024","series-title":"2011 14th international IEEE conference on intelligent transportation systems (ITSC)","article-title":"The identification of human errors leading to accidents for improving aviation safety","year":"2011"},{"issue":"2","key":"10.1016\/j.ress.2025.112124_bib0025","first-page":"111","article-title":"Analysis of human error induced airline accidents in CAAC during 1980\u223c 2009","volume":"24","author":"Ma","year":"2011","journal-title":"Space Med Med Eng"},{"key":"10.1016\/j.ress.2025.112124_bib0026","article-title":"Human error assessment and reduction technique (HEART) and human factor analysis and classification system (HFACS)","year":"2017","journal-title":"Collab Qual Space Def Ind Forum (CQSDI)"},{"issue":"23","key":"10.1016\/j.ress.2025.112124_bib0027","doi-asserted-by":"crossref","first-page":"5049","DOI":"10.3390\/app9235049","article-title":"Human factors analysis of air traffic safety based on HFACS-BN model","volume":"9","author":"Lyu","year":"2019","journal-title":"Appl Sci"},{"key":"10.1016\/j.ress.2025.112124_bib0028","doi-asserted-by":"crossref","DOI":"10.1016\/j.aap.2023.107277","article-title":"Analysis on coupling dynamic effect of human errors in aviation safety","volume":"192","author":"Wu","year":"2023","journal-title":"Accid Anal Prev"},{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0029","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1080\/10803548.2013.11076962","article-title":"Identifying training deficiencies in military pilots by applying the human factors analysis and classification system","volume":"19","author":"Li","year":"2013","journal-title":"Int J Occup Saf Ergon"},{"key":"10.1016\/j.ress.2025.112124_bib0030","series-title":"International conference on engineering psychology and cognitive ergonomics","article-title":"The application of human factors analysis and classification system (HFACS) to investigate human errors in helicopter accidents","author":"Liu","year":"2013"},{"issue":"11","key":"10.1016\/j.ress.2025.112124_bib0031","doi-asserted-by":"crossref","first-page":"711","DOI":"10.3390\/aerospace9110711","article-title":"A hybrid model integrating HFACS and BN for analyzing human factors in CFIT accidents","volume":"9","author":"Meng","year":"2022","journal-title":"Aerospace"},{"issue":"3","key":"10.1016\/j.ress.2025.112124_bib0032","doi-asserted-by":"crossref","first-page":"393","DOI":"10.3390\/jmse13030393","article-title":"Data-driven analysis of the causal chain of waterborne traffic accidents: a hybrid framework based on an improved Human factors analysis and Classification system with a Bayesian network","volume":"13","author":"Yin","year":"2025","journal-title":"J Mar Sci Eng"},{"key":"10.1016\/j.ress.2025.112124_bib0033","doi-asserted-by":"crossref","DOI":"10.1016\/j.jlp.2021.104675","article-title":"A hybrid approach based on the HFACS-FBN for identifying and analysing human factors for fire and explosion accidents in the laboratory","volume":"75","author":"Ma","year":"2022","journal-title":"J Loss Prev Process Ind"},{"key":"10.1016\/j.ress.2025.112124_bib0034","doi-asserted-by":"crossref","DOI":"10.1016\/j.ress.2024.110201","article-title":"Human and organizational factors analysis of collision accidents between merchant ships and fishing vessels based on HFACS-BN model","volume":"249","author":"Wang","year":"2024","journal-title":"Reliab Eng Syst Saf"},{"issue":"5","key":"10.1016\/j.ress.2025.112124_bib0035","doi-asserted-by":"crossref","DOI":"10.14429\/dsj.74.19828","article-title":"Modelling of Human factors in aviation maintenance using HFACS-ME (human factors analysis and classification system-maintenance extension) and Bayesian network","volume":"74","author":"Bohrey","year":"2024","journal-title":"Def Sci J"},{"key":"10.1016\/j.ress.2025.112124_bib0036","doi-asserted-by":"crossref","DOI":"10.3389\/fpubh.2024.1351367","article-title":"Causal analysis of radiotherapy safety incidents based on a hybrid model of HFACS and Bayesian network","volume":"12","author":"He","year":"2024","journal-title":"Front Public Health"},{"key":"10.1016\/j.ress.2025.112124_bib0037","article-title":"Over a decade of UAV incidents: a human factors analysis of causal factors","volume":"121","author":"Grindley","year":"2024","journal-title":"Appl Eng"},{"key":"10.1016\/j.ress.2025.112124_bib0038","doi-asserted-by":"crossref","DOI":"10.1016\/j.ress.2025.111897","article-title":"Developing a probabilistic risk assessment framework for construction projects based on Dynamic Bayesian Network","volume":"267","author":"Teymoori","year":"2026","journal-title":"Reliab Eng Syst Saf"},{"key":"10.1016\/j.ress.2025.112124_bib0039","doi-asserted-by":"crossref","DOI":"10.1016\/j.ress.2025.111881","article-title":"Scenario deduction for urban rainstorm-induced waterlogging disaster chain based on dynamic Bayesian network","volume":"267","author":"Huang","year":"2026","journal-title":"Reliab Eng Syst Saf"},{"key":"10.1016\/j.ress.2025.112124_bib0040","doi-asserted-by":"crossref","DOI":"10.1016\/j.jlp.2021.104666","article-title":"A dynamic domino effect risk analysis model for rail transport of hazardous material","volume":"74","author":"Zarei","year":"2022","journal-title":"J Loss Prev Process Ind"},{"key":"10.1016\/j.ress.2025.112124_bib0041","doi-asserted-by":"crossref","DOI":"10.1016\/j.jlp.2025.105578","article-title":"Human factors analysis and classification system-positive experience (HFACS-PE): new approaches to aviation accident and incident investigation","volume":"94","author":"Zavila","year":"2025","journal-title":"J Loss Prev Process Ind"},{"key":"10.1016\/j.ress.2025.112124_bib0042","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1016\/j.jsr.2020.11.009","article-title":"A comparison of general aviation accidents involving airline pilots and instrument-rated private pilots","volume":"76","author":"Boyd","year":"2021","journal-title":"J Saf Res"},{"key":"10.1016\/j.ress.2025.112124_bib0043","first-page":"91","article-title":"Fuzzy sets theory and human reliability: review, applications, and contributions","author":"Gholamizadeh","year":"2022","journal-title":"Linguist Methods under Fuzzy Inf Syst Saf Reliab Anal"},{"key":"10.1016\/j.ress.2025.112124_bib0044","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2025.126422","article-title":"Accident investigation via LLMs reasoning: hFACS-guided chain-of-thoughts enhance general aviation safety","volume":"269","author":"Liu","year":"2025","journal-title":"Expert Syst Appl"},{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0045","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1080\/00140139.2023.2287975","article-title":"Using HFACS to understand human error in railway dispatcher performance: a study of proactive safety inspection records","volume":"68","author":"Guo","year":"2025","journal-title":"Ergonomics"},{"key":"10.1016\/j.ress.2025.112124_bib0046","doi-asserted-by":"crossref","DOI":"10.1016\/j.jlp.2022.104823","article-title":"Human and organizational failures analysis in process industries using FBN-HFACS model: learning from a toxic gas leakage accident","volume":"78","author":"Ghasemi","year":"2022","journal-title":"J Loss Prev Process Ind"},{"key":"10.1016\/j.ress.2025.112124_bib0047","doi-asserted-by":"crossref","first-page":"142","DOI":"10.1016\/j.jlp.2018.11.015","article-title":"A hybrid model for human factor analysis in process accidents: FBN-HFACS","volume":"57","author":"Zarei","year":"2019","journal-title":"J Loss Prev Process Ind"},{"key":"10.1016\/j.ress.2025.112124_bib0048","series-title":"Safety causation analysis in sociotechnical systems: advanced models and techniques","first-page":"151","article-title":"Human factors analysis and classification system (HFACS): development, tiers, nanocodes, application, and adaptations","author":"Roggow","year":"2024"},{"key":"10.1016\/j.ress.2025.112124_bib0049","series-title":"Safety causation analysis in sociotechnical systems. Safety causation analysis in sociotechnical systems: advanced models and techniques","first-page":"1","author":"Zarei","year":"2024"},{"issue":"5","key":"10.1016\/j.ress.2025.112124_bib0050","doi-asserted-by":"crossref","first-page":"737","DOI":"10.1177\/0018720819854830","article-title":"Responding to an unexpected in-flight event: physiological arousal, information processing, and performance","volume":"62","author":"Kinney","year":"2020","journal-title":"Hum Factors"},{"key":"10.1016\/j.ress.2025.112124_bib0051","first-page":"137","article-title":"Computerized system for determination of the psychological readiness of the civil aviation students in emergency situations","author":"Selivanova","year":"2020","journal-title":"Actual Probl Sci Pract"},{"key":"10.1016\/j.ress.2025.112124_bib0052","first-page":"11","article-title":"Pilot burnout as a human factor limitation","volume":"28","author":"Brezonakova","year":"2017","journal-title":"Transp Res Proc"},{"key":"10.1016\/j.ress.2025.112124_bib0053","series-title":"Proceedings of the human factors and ergonomics society annual meeting","article-title":"Crew resource management (CRM) what aviation can learn from the application of CRM in other domains","author":"Jimenez","year":"2015"},{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0054","first-page":"35","article-title":"Analysis of general aviation instructional loss of control accidents","volume":"22","author":"Houston","year":"2012","journal-title":"J Aviat\/Aerosp Educ Res"},{"issue":"3","key":"10.1016\/j.ress.2025.112124_bib0055","first-page":"3","article-title":"High-flying results: a case study in a pilot development mentor program","volume":"33","author":"Cordova","year":"2024","journal-title":"J Aviat\/Aerosp Educ Res"},{"issue":"4","key":"10.1016\/j.ress.2025.112124_bib0056","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1002\/hfm.21029","article-title":"A dynamic system-based model for analyzing human factors: enhanced AcciMap with spherical fuzzy dynamic Bayesian network approach","volume":"34","author":"Tohidizadeh","year":"2024","journal-title":"Hum Factors Ergon Manuf Serv Ind"},{"key":"10.1016\/j.ress.2025.112124_bib0057","series-title":"Safety causation analysis in sociotechnical systems: advanced models and techniques","first-page":"363","article-title":"Applying bayesian networks to safety causation analysis and modeling in socio-technical systems: bridging theory and practice","author":"Gholamizadeh","year":"2024"},{"key":"10.1016\/j.ress.2025.112124_bib0058","article-title":"An integration of intelligent approaches and economic criteria for predictive analytics of occupational accidents","volume":"9","author":"Gholamizadeh","year":"2023","journal-title":"Decis Anal J"},{"issue":"22","key":"10.1016\/j.ress.2025.112124_bib0059","doi-asserted-by":"crossref","first-page":"3949","DOI":"10.1002\/sim.6959","article-title":"Calibrating random forests for probability estimation","volume":"35","author":"Dankowski","year":"2016","journal-title":"Stat Med"},{"key":"10.1016\/j.ress.2025.112124_bib0060","series-title":"Proceedings of the 22nd international conference on Machine learning","article-title":"Predicting good probabilities with supervised learning","author":"Niculescu-Mizil","year":"2005"},{"key":"10.1016\/j.ress.2025.112124_bib0061","unstructured":"Olson M.A., Wyner A.J. Making sense of random forest probabilities: a kernel perspective. arXiv preprint arXiv:181205792. 2018."},{"key":"10.1016\/j.ress.2025.112124_bib0062","doi-asserted-by":"crossref","DOI":"10.1016\/j.ress.2025.111600","article-title":"Towards effective decision support for structural design and risk management: an information-dependent probabilistic system representation enhanced with support vector machine and unfair sampling","volume":"266","author":"Zhang","year":"2026","journal-title":"Reliab Eng Syst Saf"},{"key":"10.1016\/j.ress.2025.112124_bib0063","doi-asserted-by":"crossref","DOI":"10.1016\/j.ress.2024.110510","article-title":"Adaptive support vector machine for time-variant failure probability function estimation","volume":"253","author":"Zheng","year":"2025","journal-title":"Reliab Eng Syst Saf"},{"key":"10.1016\/j.ress.2025.112124_bib0064","doi-asserted-by":"crossref","DOI":"10.1016\/j.ress.2024.110372","article-title":"A real-time early warning classification method for natural gas leakage based on random forest","volume":"251","author":"Tan","year":"2024","journal-title":"Reliab Eng Syst Saf"},{"issue":"3","key":"10.1016\/j.ress.2025.112124_bib0065","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1007\/s10994-007-5018-6","article-title":"A note on Platt\u2019s probabilistic outputs for support vector machines","volume":"68","author":"Lin","year":"2007","journal-title":"Mach Learn"},{"issue":"3","key":"10.1016\/j.ress.2025.112124_bib0066","first-page":"61","article-title":"Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods","volume":"10","author":"Platt","year":"1999","journal-title":"Adv Large Margin Classif"},{"key":"10.1016\/j.ress.2025.112124_bib0067","series-title":"IFAC proceedings","first-page":"209","article-title":"Modeling cascading failure propagation through dynamic bayesian networks","volume":"42","author":"Bobbio","year":"2009"},{"issue":"4","key":"10.1016\/j.ress.2025.112124_bib0068","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1016\/j.engappai.2010.06.005","article-title":"A dynamic Bayesian network based framework to evaluate cascading effects in a power grid","volume":"25","author":"Codetta-Raiteri","year":"2012","journal-title":"Eng Appl Artif Intell"},{"issue":"3","key":"10.1016\/j.ress.2025.112124_bib0069","doi-asserted-by":"crossref","first-page":"2159","DOI":"10.1007\/s11069-023-06196-3","article-title":"A Bayesian method for dam failure risk analysis using causal loop diagrams and word frequency analysis","volume":"119","author":"Wang","year":"2023","journal-title":"Nat Hazards"},{"key":"10.1016\/j.ress.2025.112124_bib0070","article-title":"Exploring the dynamic determinants of general aviation accidents across flight phases and time: a random parameter bivariate probit approach with heterogeneity in means","volume":"47","author":"Liu","year":"2025","journal-title":"Anal Methods Accid Res"},{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0071","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/j.ress.2009.08.001","article-title":"A data-driven fuzzy approach for predicting the remaining useful life in dynamic failure scenarios of a nuclear system","volume":"95","author":"Zio","year":"2010","journal-title":"Reliab Eng Syst Saf"},{"issue":"2","key":"10.1016\/j.ress.2025.112124_bib0072","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/j.ress.2005.03.006","article-title":"Complex system reliability modelling with dynamic object oriented bayesian networks (DOOBN)","volume":"91","author":"Weber","year":"2006","journal-title":"Reliab Eng Syst Saf"},{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0073","doi-asserted-by":"crossref","first-page":"92","DOI":"10.1016\/j.ress.2005.11.037","article-title":"Bayesian networks in reliability","volume":"92","author":"Langseth","year":"2007","journal-title":"Reliab Eng Syst Saf"},{"key":"10.1016\/j.ress.2025.112124_bib0074","series-title":"AIP conference proceedings","article-title":"Introduction to monte carlo simulation","year":"2010"},{"key":"10.1016\/j.ress.2025.112124_bib0075","doi-asserted-by":"crossref","DOI":"10.1016\/j.ress.2025.111793","article-title":"Decision making under uncertainty by trustworthy dynamic bayesian networks for severe accident management in nuclear power plants","volume":"267","author":"Roma","year":"2026","journal-title":"Reliab Eng Syst Saf"},{"issue":"4","key":"10.1016\/j.ress.2025.112124_bib0076","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1021\/acs.chas.0c00018","article-title":"Quantitative assessment of safety and health risks in HAZMAT road transport using a hybrid approach: a case study in Tehran","volume":"27","author":"Mohammadfam","year":"2020","journal-title":"ACS Chem Health Saf"},{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0077","article-title":"Quantitative risk analysis on rail transportation of hazardous materials","volume":"2022","author":"Mohammadfam","year":"2022","journal-title":"Math Probl Eng"},{"key":"10.1016\/j.ress.2025.112124_bib0078","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2024.124093","article-title":"Dynamic Bayesian network-based situational awareness and course of action decision-making support model","volume":"252","author":"Kim","year":"2024","journal-title":"Expert Syst Appl"},{"key":"10.1016\/j.ress.2025.112124_bib0079","doi-asserted-by":"crossref","DOI":"10.1016\/j.ssci.2025.106796","article-title":"A risk assessment method to quantify the effect of human reliability on storage tank safety combining optimized CREAM and dynamic Bayesian network","volume":"185","author":"Li","year":"2025","journal-title":"Saf Sci"},{"key":"10.1016\/j.ress.2025.112124_bib0080","doi-asserted-by":"crossref","DOI":"10.1016\/j.ssci.2020.105146","article-title":"Dynamic occupational accidents modeling using dynamic hybrid bayesian confirmatory factor analysis: an in-depth psychometrics study","volume":"136","author":"Zarei","year":"2021","journal-title":"Saf Sci"},{"key":"10.1016\/j.ress.2025.112124_bib0081","series-title":"Machine learning tools for chemical engineering","first-page":"31","article-title":"Chapter 4 - machine learning with Python","author":"L\u00f3pez-Flores","year":"2025"},{"key":"10.1016\/j.ress.2025.112124_bib0082","series-title":"Intelligent computing techniques in biomedical imaging","first-page":"39","article-title":"Chapter 3 - basics of probability and statistics using Python","author":"Buddhi","year":"2025"},{"key":"10.1016\/j.ress.2025.112124_bib0083","series-title":"Chapter 1 - Python programming environment. theoretical and computational chemistry. 23","first-page":"3","author":"Sun","year":"2025"},{"key":"10.1016\/j.ress.2025.112124_bib0084","series-title":"Transportation big data","first-page":"13","article-title":"Chapter 2 - data analysis in Python","author":"Liu","year":"2025"},{"key":"10.1016\/j.ress.2025.112124_bib0085","series-title":"Object-Oriented analysis and design for information systems","first-page":"281","article-title":"Chapter 14 - code generation","author":"Wazlawick","year":"2024"},{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0086","first-page":"1","article-title":"Quantitative analysis on time delay factors influencing firefighters' response time in the process industries using fuzzy sets theory","volume":"14","author":"Gholamizadeh","year":"2022","journal-title":"Int J Occup Hyg"},{"issue":"2","key":"10.1016\/j.ress.2025.112124_bib0087","doi-asserted-by":"crossref","first-page":"37","DOI":"10.3390\/safety9020037","article-title":"A knowledge-driven model to assess inherent safety in process infrastructure","volume":"9","author":"Gholamizadeh","year":"2023","journal-title":"Safety"},{"issue":"2","key":"10.1016\/j.ress.2025.112124_bib0088","doi-asserted-by":"crossref","first-page":"16","DOI":"10.52547\/johe.8.2.16","article-title":"Assessment of security risks by FEMA and fuzzy FEMA methods, A case study: combined cycle power plant","volume":"8","author":"Mohammadfam","year":"2021","journal-title":"J Occup Hyg Eng"},{"issue":"3","key":"10.1016\/j.ress.2025.112124_bib0089","first-page":"1","article-title":"Evaluation of health consequences in chemicals road transport accidents using a fuzzy approach","volume":"6","author":"Mohammadfam","year":"2019","journal-title":"J Occup Hyg Eng"},{"issue":"4","key":"10.1016\/j.ress.2025.112124_bib0090","first-page":"302","article-title":"A hybrid framework to analyze crisis management system maturity in sociotechnical systems","volume":"3","author":"Gholamizadeh","year":"2022","journal-title":"J Saf Sci Resil"},{"key":"10.1016\/j.ress.2025.112124_bib0091","series-title":"Locating urban cng stations using quantitative risk assessment: using the Bayesian network. safety and reliability","year":"2021"},{"key":"10.1016\/j.ress.2025.112124_bib0092","first-page":"457","article-title":"Data-driven approaches for accident analysis in sociochemical systems","author":"Gholamizadeh","year":"2024","journal-title":"Saf Causation Anal Sociotech Syst: Adv Models Tech"},{"issue":"1","key":"10.1016\/j.ress.2025.112124_bib0093","doi-asserted-by":"crossref","first-page":"9","DOI":"10.3390\/aerospace10010009","article-title":"Incorporation of pilot factors into risk analysis of civil aviation accidents from 2008 to 2020: a data-driven bayesian network approach","volume":"10","author":"Zhang","year":"2022","journal-title":"Aerospace"},{"key":"10.1016\/j.ress.2025.112124_bib0094","series-title":"International conference on aerospace system science and engineering","article-title":"Modelling causal relationship among performance shaping factors through bayesian network on aviation safety","author":"He","year":"2021"},{"key":"10.1016\/j.ress.2025.112124_bib0095","doi-asserted-by":"crossref","DOI":"10.1016\/j.ress.2024.110185","article-title":"Risk assessment of unmanned aerial vehicle accidents based on data-driven bayesian networks","volume":"248","author":"Sun","year":"2024","journal-title":"Reliab Eng Syst Saf"},{"key":"10.1016\/j.ress.2025.112124_bib0096","article-title":"Human reliability analysis in aviation","volume":"21","author":"Lam","year":"2023","journal-title":"Hum Error Reliab Resil Perform"},{"key":"10.1016\/j.ress.2025.112124_bib0097","series-title":"2023 14th international conference on mechanical and aerospace engineering (ICMAE)","article-title":"Research and application of double layer bayesian network model in Human error prevention in flight test","author":"Qiong","year":"2023"},{"key":"10.1016\/j.ress.2025.112124_bib0098","first-page":"3074","article-title":"Human factor analysis model of civil aviation incidents based on Bayesian network","volume":"756","author":"Zhang","year":"2013","journal-title":"Adv Mat Res"}],"container-title":["Reliability Engineering & System Safety"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0951832025013237?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0951832025013237?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T03:25:09Z","timestamp":1769916309000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0951832025013237"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5]]},"references-count":98,"alternative-id":["S0951832025013237"],"URL":"https:\/\/doi.org\/10.1016\/j.ress.2025.112124","relation":{},"ISSN":["0951-8320"],"issn-type":[{"value":"0951-8320","type":"print"}],"subject":[],"published":{"date-parts":[[2026,5]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"A data-driven model of human factors contributing to loss of control in-flight and on the ground in general aviation","name":"articletitle","label":"Article Title"},{"value":"Reliability Engineering & System Safety","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.ress.2025.112124","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 Elsevier Ltd. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"112124"}}