Published February 12, 2025 | Version v1

Border biosecurity interceptions for air passengers – assessing intervention methods and analytic tools

  • 1. The University of Melbourne, Parkville, Australia

Description

At-border interventions are a critical step along the biosecurity continuum, to measure and control the risks associated with the cross-border movement of people and goods. Air passengers are a high-volume pathway for a range of biosecurity risk materials, against which various interventions may be used (e.g., manual searches, detector dogs, x-rays, etc.). Tasmania is an island state, and its environment and industries have benefited from a low level of invasive pests due to their geographic isolation. Therefore, relatively strict at-border interventions are used to prevent the entry of new pests, including some serious invasive pests already present on mainland Australia (e.g., Queensland (Bactrocera tryoni) and Mediterranean (Ceratitis capitata) fruit fly). Using a large interception database for domestic air passengers entering the southern Australian state of Tasmania from mainland Australia, this study applies common statistical modelling tools to assess the efficacy of interventions (namely, dog detectors, and bag searches), and to identify pathway risk factors (e.g., flight origin/route). This analysis considered the effects of interventions on both voluntary declarations by passengers and also detections of undeclared risk material on passengers. The analysis also focused on biosecurity risk items generally (e.g., fruits and vegetables, meat products, cut flowers), and items that are specifically considered to be fruit-fly hosts. The results highlight that active at-border interventions and the presence of biosecurity inspectors capture a significant volume of biosecurity risk items at the border, and detector dogs have particularly strong positive effects on the rate of interceptions, particularly for items detected on passengers. Conducting bag searches also appears to increase interceptions, both by increasing the rate of items being detected and by encouraging voluntary declarations. Sensitivity analyses then test the robustness of results to modelling implementation methods and distributional assumptions. This study demonstrates how statistical modelling can provide robust insights into biosecurity interventions and risk factors along pathways, and further highlights the value of high-quality interception data resources for informing and improving biosecurity systems.

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References

  • ABS (2023) Australian National Accounts: State Accounts, 2022–23 financial year: Table 7. Expenditure, Income and Industry Components of Gross State Product, Tasmania, Chain volume measures and current prices. Australian Bureau of Statistics, Canberra, Australia. https://www.abs.gov.au/statistics/economy/national-accounts/australian-national-accounts-state-accounts/latest-release [Accessed on 14.11.2024]
  • Bates D, Mächler M, Bolker B, Walker S (2015) Fitting Linear Mixed-Effects Models Using lme4. Journal of Statistical Software 67(1): 1–48. https://doi.org/10.18637/jss.v067.i01
  • Bau S, Hanea A, Robinson AP, Burgman M (2024) Elicit: Using Structured Elicitation in Biosecurity. In: Hester SM, Bland LM, Arndt E, Bau S, Camac JS, Mannix E, Trouve R, Robinson AP (Eds) Biosecurity: A Systems Perspective. CRC Press, Boca Raton, 191–210. https://www.doi.org/10.1201/9781003253204-17
  • Biosecurity Tasmania (2023) Plant Biosecurity Manual Tasmania 2023 Edition. Department of Natural Resources and Environment Tasmania, Tasmania, Australia. https://nre.tas.gov.au/biosecurity-tasmania/plant-biosecurity/plant-biosecurity-manual [Accessed on 16.05.2023]
  • BITRE (2024) Airport traffic data. Bureau of Infrastructure and Transport Research Economics, The Department of Infrastructure, Transport, Regional Development, Communications and the Arts, Canberra, Australia. https://www.bitre.gov.au/publications/ongoing/airport_traffic_data [Accessed on 13.11.2024]
  • Black R, Bartlett DMF (2020) Biosecurity frameworks for cross-border movement of invasive alien species. Environmental Science & Policy 105: 113–119. https://doi.org/10.1016/j.envsci.2019.12.011
  • Blake M (2019) Report of the Independent Review of the Queensland Fruit Fly incursion in Tasmania. Department of Natural Resources and Environment Tasmania, Tasmania, Australia. https://nre.tas.gov.au/about-the-department/independent-review-of-the-queensland-fruit-fly-response [Accessed on 12.05.2023]
  • Bradshaw CJA, Hoskins AJ, Haubrock PJ, Cuthbert RN, Diagne C, Leroy B, Andrews L, Page B, Cassey P, Sheppard AW, Courchamp F (2021) Detailed assessment of the reported economic costs of invasive species in Australia. NeoBiota 67: 511–550. https://doi.org/10.3897/neobiota.67.58834
  • Brettell LE, Martin SJ, Riegler M, Cook JM (2021) Vulnerability of island insect pollinator communities to pathogens. Journal of Invertebrate Pathology 186: 107670. https://doi.org/10.1016/j.jip.2021.107670
  • Bürkner P-C (2017) brms: An R package for Bayesian multilevel models using Stan. Journal of Statistical Software 80(1): 1–28. https://doi.org/10.18637/jss.v080.i01
  • Campbell H (2021) The consequences of checking for zero-inflation and overdispersion in the analysis of count data. Methods in Ecology and Evolution 12(4): 665–680. https://doi.org/10.1111/2041-210X.13559
  • Cook DC, Fraser RW (2015) Eradication versus control of Mediterranean fruit fly in Western Australia. Agricultural and Forest Entomology 17(2): 173–180. https://doi.org/10.1111/afe.12093
  • Crisp MD, Laffan S, Linder HP, Monro A (2001) Endemism in the Australian flora. Journal of Biogeography 28(2): 183–198. https://doi.org/10.1046/j.1365-2699.2001.00524.x
  • DAFF (2024) Annual Report 2023–24. Department of Agriculture, Fisheries and Forestry, Canberra, Australia. https://www.agriculture.gov.au/about/reporting/annual-report [Accessed on 13.11.2024]
  • DNRET (2023) Traveller's Guide to Tasmanian Biosecurity - What You Can and Can't Bring into Tasmania. Department of Natural Resources and Environment Tasmania, Tasmania, Australia. https://nre.tas.gov.au/biosecurity-tasmania/biosecurity/travellers-guide-to-tasmanian-biosecurity-what-you-can-and-cant-bring-into-tasmania [Accessed on 14.11.2024]
  • Dodd AJ, Burgman MA, McCarthy MA, Ainsworth N (2015) The changing patterns of plant naturalization in Australia. Diversity & Distributions 21(9): 1038–1050. https://doi.org/10.1111/ddi.12351
  • Dodd A, Stoeckl N, Baumgartner J, Kompas T (2020) Key Result Summary: Valuing Australia's Biosecurity System. Centre of Excellence for Biosecurity Risk Analysis, University of Melbourne, Parkville, Australia. https://cebra.unimelb.edu.au/__data/assets/pdf_file/0020/3535013/CEBRA_Value_Docs_KeyResultSummary_v0.6_Endorsed.pdf [Accessed on 21.04.2023]
  • Epanchin-Niell R, McAusland C, Liebhold A, Mwebaze P, Springborn MR (2021) Biological Invasions and International Trade: Managing a Moving Target. Review of Environmental Economics and Policy 15(1): 180–190. https://doi.org/10.1086/713025
  • Feng CX (2021) A comparison of zero-inflated and hurdle models for modeling zero-inflated count data. Journal of Statistical Distributions and Applications 8(1): 8. https://doi.org/10.1186/s40488-021-00121-4
  • Florec V, Sadler RJ, White B, Dominiak BC (2013) Choosing the battles: The economics of area wide pest management for Queensland fruit fly. Food Policy 38: 203–213. https://doi.org/10.1016/j.foodpol.2012.11.007
  • Fraser G (2016) Biosecurity and food security—Effective mechanisms for public-private partnerships. Food Security 8(1): 83–87. https://doi.org/10.1007/s12571-015-0535-9
  • Harrison XA (2014) Using observation-level random effects to model overdispersion in count data in ecology and evolution. PeerJ 2: e616. https://doi.org/10.7717/peerj.616
  • Hemming V, Burgman MA, Hanea AM, McBride MF, Wintle BC (2018) A practical guide to structured expert elicitation using the IDEA protocol. Methods in Ecology and Evolution 9(1): 169–180. https://doi.org/10.1111/2041-210X.12857
  • Inspector-General of Biosecurity (2019) Pest and disease interceptions and incursions in Australia. Department of Agriculture and Water Resources, Canberra, Australia. https://www.igb.gov.au/current-and-completed-reviews [Accessed on 02.06.2023]
  • Inspector-General of Biosecurity (2022) Efficacy and adequacy of department's X-ray scanning and detector dog screening techniques to prevent entry of biosecurity risk material into Australia. Department of Agriculture and Water Resources, Canberra, Australia. https://www.igb.gov.au/current-and-completed-reviews [Accessed on 12.09.2023]
  • Kachigunda B (2020) Remote islands are vulnerable to non-indigenous species: Utilization of data analytics to investigate potential modes of introduction and pest interceptions. PhD Thesis. Murdoch University, Perth, Australia. https://researchportal.murdoch.edu.au/esploro/outputs/doctoral/Remote-islands-are-vulnerable-to-non-indigenous/991005542668407891 [Accessed on 14.11.2024]
  • Kachigunda B, Mengersen K, Perera DI, Coupland GT, Van der Merwe J, McKirdy S (2022) Use of mixed-type data clustering algorithm for characterizing temporal and spatial distribution of biosecurity border detections of terrestrial non-indigenous species. PLoS ONE 17(8): e0272413. https://doi.org/10.1371/journal.pone.0272413
  • Keitt B, Campbell K, Saunders A, Clout M, Wang Y, Heinz R, Newton K, Tershy B (2011) The global islands invasive vertebrate eradication database: a tool to improve and facilitate restoration of island ecosystems. In: Veitch CR, Clout MN, Towns DR (Eds) Island Invasives: Eradication and Management: Proceedings of the International Conference on Island Invasives. International Union for Conservation of Nature (IUCN) Gland, Switzerland, 74–77.
  • Kier G, Kreft H, Lee TM, Jetz W, Ibisch PL, Nowicki C, Mutke J, Barthlott W (2009) A global assessment of endemism and species richness across island and mainland regions. Proceedings of the National Academy of Sciences of the United States of America 106(23): 9322–9327. https://doi.org/10.1073/pnas.0810306106
  • Knief U, Forstmeier W (2021) Violating the normality assumption may be the lesser of two evils. Behavior Research Methods 53(6): 2576–2590. https://doi.org/10.3758/s13428-021-01587-5
  • Lenth RV (2023) emmeans: Estimated Marginal Means, aka Least-Squares Means https://CRAN.R-project.org/package=emmeans [Accessed on 12.04.2024]
  • Liebhold AM, Work TT, McCullough DG, Cavey JF (2006) Airline Baggage as a Pathway for Alien Insect Species Invading the United States. American Entomologist (Lanham, Md. ) 52(1): 48–54. https://doi.org/10.1093/ae/52.1.48
  • Lindén A, Mäntyniemi S (2011) Using the negative binomial distribution to model overdispersion in ecological count data. Ecology 92(7): 1414–1421. https://doi.org/10.1890/10-1831.1
  • Lüdecke D, Ben-Shachar MS, Patil I, Waggoner P, Makowski D (2021) performance: An R package for assessment, comparison and testing of statistical models. Journal of Open Source Software 6(60): 3139. https://doi.org/10.21105/joss.03139
  • Mannix E, Baumgartner JB, Bau S, Bland LM, Robinson AP, Page N (2024) Profiling and Automation. In: Hester SM, Bland LM, Arndt E, Bau S, Camac JS, Mannix E, Trouve R, Robinson AP (Eds) Biosecurity: A Systems Perspective. CRC Press, Boca Raton, 211–230. https://doi.org/10.1201/9781003253204-18
  • McCullough DG, Work TT, Cavey JF, Liebhold AM, Marshall D (2006) Interceptions of Nonindigenous Plant Pests at US Ports of Entry and Border Crossings Over a 17-year Period. Biological Invasions 8(4): 611–630. https://doi.org/10.1007/s10530-005-1798-4
  • McNeill M, Phillips C, Young S, Shah F, Aalders L, Bell N, Gerard E, Littlejohn R (2011) Transportation of nonindigenous species via soil on international aircraft passengers' footwear. Biological Invasions 13(12): 2799–2815. https://doi.org/10.1007/s10530-011-9964-3
  • Moir ML, Croeser L, Telfer D, Fenner C, McCauley R (2022) Value-adding in biosecurity surveillance and monitoring: Testing colour and non-target semiochemical lures on Psylloidea and Pentatomoidea. Journal of Applied Entomology 146(10): 1333–1342. https://doi.org/10.1111/jen.13074
  • Moser AY, Brown WY, Bizo LA, Andrew NR, Taylor MK (2020) Biosecurity Dogs Detect Live Insects after Training with Odor-Proxy Training Aids: Scent Extract and Dead Specimens. Chemical Senses 45(3): 179–186. https://doi.org/10.1093/chemse/bjaa001
  • Nakagawa S, Schielzeth H (2013) A general and simple method for obtaining R2 from generalized linear mixed-effects models. Methods in Ecology and Evolution 4(2): 133–142. https://doi.org/10.1111/j.2041-210x.2012.00261.x
  • Outhwaite O (2010) The International Legal Framework for Biosecurity and the Challenges Ahead. Review of European Community & International Environmental Law 19(2): 207–226. https://doi.org/10.1111/j.1467-9388.2010.00678.x
  • Pace R, Ascolese R, Miele F, Russo E, Griffo RV, Bernardo U, Nugnes F (2022) The Bugs in the Bags: The Risk Associated with the Introduction of Small Quantities of Fruit and Plants by Airline Passengers. Insects 13(7): 617. https://doi.org/10.3390/insects13070617
  • Pittman B, Buta E, Garrison K, Gueorguieva R (2022) Models for Zero-Inflated and Overdispersed Correlated Count Data: An Application to Cigarette Use. Nicotine & Tobacco Research: Official Journal of the Society for Research on Nicotine and Tobacco 25(5): 996–1003. https://doi.org/10.1093/ntr/ntac253
  • Potts BM, Sandhu KS, Wardlaw T, Freeman J, Li H, Tilyard P, Park RF (2016) Evolutionary history shapes the susceptibility of an island tree flora to an exotic pathogen. Forest Ecology and Management 368: 183–193. https://doi.org/10.1016/j.foreco.2016.02.027
  • R Core Team (2013) R: A language and environment for statistical computing. https://www.r-project.org/ [Accessed 10.07.2022]
  • Robinson AP, McNeill MR (2022) Biosecurity and post-arrival pathways in New Zealand: Relating alien organism detections to tourism indicators. NeoBiota 71: 51–69. https://doi.org/10.3897/neobiota.71.64618
  • Schielzeth H (2010) Simple means to improve the interpretability of regression coefficients. Methods in Ecology and Evolution 1(2): 103–113. https://doi.org/10.1111/j.2041-210X.2010.00012.x
  • Schielzeth H, Dingemanse NJ, Nakagawa S, Westneat DF, Allegue H, Teplitsky C, Réale D, Dochtermann NA, Garamszegi LZ, Araya-Ajoy YG (2020) Robustness of linear mixed-effects models to violations of distributional assumptions. Methods in Ecology and Evolution 11(9): 1141–1152. https://doi.org/10.1111/2041-210X.13434
  • Seebens H, Blackburn TM, Dyer EE, Genovesi P, Hulme PE, Jeschke JM, Pagad S, Pyšek P, Winter M, Arianoutsou M, Bacher S, Blasius B, Brundu G, Capinha C, Celesti-Grapow L, Dawson W, Dullinger S, Fuentes N, Jäger H, Kartesz J, Kenis M, Kreft H, Kühn I, Lenzner B, Liebhold A, Mosena A, Moser D, Nishino M, Pearman D, Pergl J, Rabitsch W, Rojas-Sandoval J, Roques A, Rorke S, Rossinelli S, Roy HE, Scalera R, Schindler S, Štajerová K, Tokarska-Guzik B, van Kleunen M, Walker K, Weigelt P, Yamanaka T, Essl F (2017) No saturation in the accumulation of alien species worldwide. Nature Communications 8(1): 14435. https://doi.org/10.1038/ncomms14435
  • Seebens H, Bacher S, Blackburn TM, Capinha C, Dawson W, Dullinger S, Genovesi P, Hulme PE, van Kleunen M, Kühn I, Jeschke JM, Lenzner B, Liebhold AM, Pattison Z, Pergl J, Pyšek P, Winter M, Essl F (2021) Projecting the continental accumulation of alien species through to 2050. Global Change Biology 27(5): 970–982. https://doi.org/10.1111/gcb.15333
  • Sequeira R, Griffin R (2014) The biosecurity continuum and trade: Pre-border operations. In: Gordh G, McKirdy S (Eds) The Handbook of Plant Biosecurity: Principles and Practices for the Identification, Containment and Control of Organisms that Threaten Agriculture and the Environment Globally. Springer, Dordrecht, 119–148. https://doi.org/10.1007/978-94-007-7365-3_5
  • Skinner W (2018) Presence Through Absence: Phylloxera and the Viticultural Imagination in McLaren Vale, South Australia. The Asia Pacific Journal of Anthropology 19(3): 245–263. https://doi.org/10.1080/14442213.2018.1461916
  • Stoeckl N, Dodd A, Kompas T (2023) The monetary value of 16 services protected by the Australian National Biosecurity System: Spatially explicit estimates and vulnerability to incursions. Ecosystem Services 60: 101509. https://doi.org/10.1016/j.ecoser.2023.101509
  • Trouvé R, Robinson AP (2021) Estimating Consignment-Level Infestation Rates from the Proportion of Consignment that Failed Border Inspection: Possibilities and Limitations in the Presence of Overdispersed Data. Risk Analysis 41(6): 992–1003. https://doi.org/10.1111/risa.13592
  • Trouvé R, Bland LM, Robinson AP, Ducey MJ, Hester SM (2024) Screen: Designing Sampling Schemes for Border Inspection. In: Hester SM, Bland LM, Arndt E, Bau S, Camac JS, Mannix E, Trouve R, Robinson AP (Eds) Biosecurity: A Systems Perspective. CRC Press, Boca Raton, 69–82. https://doi.org/10.1201/9781003253204-7
  • Turner RM, Plank MJ, Brockerhoff EG, Pawson S, Liebhold A, James A (2020) Considering unseen arrivals in predictions of establishment risk based on border biosecurity interceptions. Ecological Applications 30(8): e02194. https://doi.org/10.1002/eap.2194
  • Turner RM, Brockerhoff EG, Bertelsmeier C, Blake RE, Caton B, James A, MacLeod A, Nahrung HF, Pawson SM, Plank MJ, Pureswaran DS, Seebens H, Yamanaka T, Liebhold AM (2021) Worldwide border interceptions provide a window into human-mediated global insect movement. Ecological Applications 31(7): e02412. https://doi.org/10.1002/eap.2412
  • Weigelt P, Kreft H (2013) Quantifying island isolation–insights from global patterns of insular plant species richness. Ecography 36(4): 417–429. https://doi.org/10.1111/j.1600-0587.2012.07669.x
  • Whattam M, Clover G, Firko M, Kalaris T (2014) The biosecurity continuum and trade: Border operations. In: Gordh G, McKirdy S (Eds) The Handbook of Plant Biosecurity: Principles and Practices for the Identification, Containment and Control of Organisms that Threaten Agriculture and the Environment Globally. Springer, Dordrecht, 149–188. https://doi.org/10.1007/978-94-007-7365-3_6
  • Whattam M, Azzopardi S, Nehl D, Maxwell A, Davis K (2024) Protecting Australia's plant health: Plant quarantine in an evolving biosecurity system. Historical Records of Australian Science 36. https://doi.org/10.1071/HR24012
  • Williams EEM, Sharp RA (2023) Some effects of detection dogs on passenger behavior at border control ports. Journal of Applied Behavior Analysis 56(2): 377–387. https://doi.org/10.1002/jaba.985
  • Yang Z, Hardin JW, Addy CL (2009) Testing overdispersion in the zero-inflated Poisson model. Journal of Statistical Planning and Inference 139(9): 3340–3353. https://doi.org/10.1016/j.jspi.2009.03.016