<?xml version="1.0" encoding="UTF-8"?><xml><records><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>17</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Coby van Dooremalen</style></author><author><style face="normal" font="default" size="100%">Zeynep N Ulgezen</style></author><author><style face="normal" font="default" size="100%">Dall'Olio, Raffaele</style></author><author><style face="normal" font="default" size="100%">Ugoline Godeau</style></author><author><style face="normal" font="default" size="100%">Duan, Xiaodong</style></author><author><style face="normal" font="default" size="100%">José Paulo Sousa</style></author><author><style face="normal" font="default" size="100%">Marc O Schäfer</style></author><author><style face="normal" font="default" size="100%">Alexis Beaurepaire</style></author><author><style face="normal" font="default" size="100%">Pim van Gennip</style></author><author><style face="normal" font="default" size="100%">Schoonman, Marten</style></author><author><style face="normal" font="default" size="100%">Claude Flener</style></author><author><style face="normal" font="default" size="100%">Severine Matthijs</style></author><author><style face="normal" font="default" size="100%">David Claeys Boúúaert</style></author><author><style face="normal" font="default" size="100%">Wim Verbeke</style></author><author><style face="normal" font="default" size="100%">Dana Freshley</style></author><author><style face="normal" font="default" size="100%">Dirk-Jan Valkenburg</style></author><author><style face="normal" font="default" size="100%">Trudy van den Bosch</style></author><author><style face="normal" font="default" size="100%">Famke Schaafsma</style></author><author><style face="normal" font="default" size="100%">Jeroen Peters</style></author><author><style face="normal" font="default" size="100%">Xu, Mang</style></author><author><style face="normal" font="default" size="100%">Yves Le Conte</style></author><author><style face="normal" font="default" size="100%">Cedric Alaux</style></author><author><style face="normal" font="default" size="100%">Anne Dalmon</style></author><author><style face="normal" font="default" size="100%">Robert J Paxton</style></author><author><style face="normal" font="default" size="100%">Anja Tehel</style></author><author><style face="normal" font="default" size="100%">Tabea Streicher</style></author><author><style face="normal" font="default" size="100%">Daniel S Dezmirean</style></author><author><style face="normal" font="default" size="100%">Giurgiu I Alexandru</style></author><author><style face="normal" font="default" size="100%">Christopher J Topping</style></author><author><style face="normal" font="default" size="100%">James Henty Williams</style></author><author><style face="normal" font="default" size="100%">Nuno Capela</style></author><author><style face="normal" font="default" size="100%">Sara Lopes</style></author><author><style face="normal" font="default" size="100%">Fátima Alves</style></author><author><style face="normal" font="default" size="100%">Joana Alves</style></author><author><style face="normal" font="default" size="100%">João Bica</style></author><author><style face="normal" font="default" size="100%">Sandra Simões</style></author><author><style face="normal" font="default" size="100%">António Alves da Silva</style></author><author><style face="normal" font="default" size="100%">Sílvia Castro</style></author><author><style face="normal" font="default" size="100%">João Loureiro</style></author><author><style face="normal" font="default" size="100%">Eva Horčičková</style></author><author><style face="normal" font="default" size="100%">Martin Bencsik</style></author><author><style face="normal" font="default" size="100%">Adam McVeigh</style></author><author><style face="normal" font="default" size="100%">Kumar, Tarun</style></author><author><style face="normal" font="default" size="100%">Moro, Arrigo</style></author><author><style face="normal" font="default" size="100%">April van Delden</style></author><author><style face="normal" font="default" size="100%">Elżbieta Ziółkowska</style></author><author><style face="normal" font="default" size="100%">Michał Filipiak</style></author><author><style face="normal" font="default" size="100%">Mikołajczyk, Łukasz</style></author><author><style face="normal" font="default" size="100%">Kirsten Leufgen</style></author><author><style face="normal" font="default" size="100%">Lina De Smet</style></author><author><style face="normal" font="default" size="100%">De Graaf, Dirk C</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">Bridging the Gap between Field Experiments and Machine Learning: The EC H2020 B-GOOD Project as a Case Study towards Automated Predictive Health Monitoring of Honey Bee Colonies.</style></title><secondary-title><style face="normal" font="default" size="100%">Insects</style></secondary-title></titles><keywords><keyword><style  face="normal" font="default" size="100%">honey bee automated health monitoring; data collection method; data standardization and harmonization; work plans and protocols; stakeholder involvement in research; big data on honey bee colonies; bee data portal; beekeeping</style></keyword></keywords><dates><year><style  face="normal" font="default" size="100%">2024</style></year><pub-dates><date><style  face="normal" font="default" size="100%">2024 Jan 22</style></date></pub-dates></dates><volume><style face="normal" font="default" size="100%">15</style></volume><language><style face="normal" font="default" size="100%">eng</style></language><abstract><style face="normal" font="default" size="100%">&lt;p&gt;Honey bee colonies have great societal and economic importance. The main challenge that beekeepers face is keeping bee colonies healthy under ever-changing environmental conditions. In the past two decades, beekeepers that manage colonies of Western honey bees () have become increasingly concerned by the presence of parasites and pathogens affecting the bees, the reduction in pollen and nectar availability, and the colonies' exposure to pesticides, among others. Hence, beekeepers need to know the health condition of their colonies and how to keep them alive and thriving, which creates a need for a new holistic data collection method to harmonize the flow of information from various sources that can be linked at the colony level for different health determinants, such as bee colony, environmental, socioeconomic, and genetic statuses. For this purpose, we have developed and implemented the B-GOOD (Giving Beekeeping Guidance by computational-assisted Decision Making) project as a case study to categorize the colony's health condition and find a Health Status Index (HSI). Using a 3-tier setup guided by work plans and standardized protocols, we have collected data from inside the colonies (amount of brood, disease load, honey harvest, etc.) and from their environment (floral resource availability). Most of the project's data was automatically collected by the BEEP Base Sensor System. This continuous stream of data served as the basis to determine and validate an algorithm to calculate the HSI using machine learning. In this article, we share our insights on this holistic methodology and also highlight the importance of using a standardized data language to increase the compatibility between different current and future studies. We argue that the combined management of big data will be an essential building block in the development of targeted guidance for beekeepers and for the future of sustainable beekeeping.&lt;/p&gt;
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