{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T09:04:55Z","timestamp":1783933495073,"version":"3.55.0"},"reference-count":42,"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":[[2026,4,8]],"date-time":"2026-04-08T00:00:00Z","timestamp":1775606400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000015","name":"U.S. Department of Energy","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000015","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100011031","name":"Water Power Technologies Office","doi-asserted-by":"publisher","award":["DEAC05-76RL01830"],"award-info":[{"award-number":["DEAC05-76RL01830"]}],"id":[{"id":"10.13039\/100011031","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Ecological Informatics"],"published-print":{"date-parts":[[2026,5]]},"DOI":"10.1016\/j.ecoinf.2026.103760","type":"journal-article","created":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T08:01:33Z","timestamp":1776067293000},"page":"103760","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":1,"special_numbering":"C","title":["From observation to replication: Machine-learning-driven quantification and replication of fine-scale fish kinematics and behavior"],"prefix":"10.1016","volume":"95","author":[{"given":"Sungjoo","family":"Hwang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Huidong","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jill M.","family":"Janak","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hyunjun","family":"Jung","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhaocheng","family":"Lu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhiqun Daniel","family":"Deng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.ecoinf.2026.103760_bb0005","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecoinf.2024.102950","article-title":"The convergence of AI and animal-inspired robots for ecological conservation","volume":"85","author":"Afzal","year":"2025","journal-title":"Ecol. Inform."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0010","doi-asserted-by":"crossref","DOI":"10.1098\/rsos.181026","article-title":"Using a robotic fish to investigate individual differences in social responsiveness in the guppy","volume":"5","author":"Bierbach","year":"2018","journal-title":"R. Soc. Open Sci."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0015","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0036931","article-title":"Measures of anxiety in zebrafish (danio rerio): dissociation of black\/white preference and novel tank test","volume":"7","author":"Blaser","year":"2012","journal-title":"PLoS One"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0020","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecoinf.2025.103116","article-title":"Efficient tuna detection and counting with improved YOLOv8 and ByteTrack in pelagic fisheries","volume":"87","author":"Cheng","year":"2025","journal-title":"Ecol. Inform."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0025","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1037\/1040-3590.6.4.284","article-title":"Guidelines, criteria, and rules of thumb for evaluating normed and standardized assessment instruments in psychology","volume":"6","author":"Cicchetti","year":"1994","journal-title":"Psychol. Assess."},{"key":"10.1016\/j.ecoinf.2026.103760_bib206","first-page":"614","volume":"2","author":"Di Santo","year":"2024"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0030","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecss.2024.108737","article-title":"A multi-scale tracking approach for conserving large migratory fish in an open coastal environment","volume":"301","author":"Edwards","year":"2024","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0035","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecoinf.2025.103381","article-title":"Towards automated and real-time multi-object detection of anguilliform fishes from sonar data using YOLOv8 deep learning algorithm","volume":"91","author":"Huang","year":"2025","journal-title":"Ecol. Inform."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0040","article-title":"An aberrant abundance of Cronbach\u2019s alpha values at .70","volume":"8","author":"Hussey","year":"2025","journal-title":"Adv. Methods Pract. Psychol. Sci."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0045","doi-asserted-by":"crossref","DOI":"10.1038\/s44182-024-00014-z","article-title":"Agile robotic fish based on direct drive of continuum body","volume":"2","author":"Iguchi","year":"2024","journal-title":"Npj Robotics"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0050","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecoinf.2025.103013","article-title":"DeepFins: capturing dynamics in underwater videos for fish detection","volume":"86","author":"Jalal","year":"2025","journal-title":"Ecol. Inform."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0055","series-title":"Ultralytics YOLO","author":"Jocher","year":"2023"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0060","doi-asserted-by":"crossref","first-page":"80","DOI":"10.2197\/ipsjtcva.3.80","article-title":"HyperLS for parameter estimation in geometric fitting","volume":"3","author":"Kanatani","year":"2011","journal-title":"IPSJ Trans. Comput. Vis. Appl."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0065","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1159\/000543081","article-title":"Pose analysis in free-swimming adult zebrafish, danio rerio: \u201cfishy\u201d origins of movement design","volume":"100","author":"Kanwal","year":"2024","journal-title":"Brain Behav. Evol."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0070","article-title":"Exploration of underwater life with an acoustically controlled soft robotic fish. Science","volume":"3","author":"Katzschmann","year":"2018","journal-title":"Robotics"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0075","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2023.166770","article-title":"The effects of simulated hydropower turbine rapid decompression on two neotropical fish species","volume":"903","author":"Kerr","year":"2023","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0080","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/j.jcm.2016.02.012","article-title":"A guideline of selecting and reporting intraclass correlation coefficients for reliability research","volume":"15","author":"Koo","year":"2016","journal-title":"J. Chiropr. Med."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0085","doi-asserted-by":"crossref","first-page":"373","DOI":"10.1016\/j.aquaculture.2009.08.036","article-title":"Long-term culture of Atlantic salmon (salmo Salar l.) in submerged cages during winter affects behaviour, growth and condition","volume":"296","author":"Kors\u00f8en","year":"2009","journal-title":"Aquaculture"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0090","doi-asserted-by":"crossref","first-page":"5976","DOI":"10.1038\/s41598-025-90118-9","article-title":"Applying deep learning and the ecological home range concept to document the spatial distribution of Atlantic salmon parr (Salmo Salar l.) in experimental tanks","volume":"15","author":"Kumaran","year":"2025","journal-title":"Sci. Rep."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0095","doi-asserted-by":"crossref","DOI":"10.1016\/j.aquaculture.2021.737152","article-title":"Effect of different stocking densities on fish growth performance: a meta-analysis","volume":"544","author":"Li","year":"2021","journal-title":"Aquaculture"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0100","doi-asserted-by":"crossref","DOI":"10.1016\/j.nanoen.2022.107290","article-title":"An implantable biomechanical energy harvester for animal monitoring devices","volume":"98","author":"Li","year":"2022","journal-title":"Nano Energy"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0105","doi-asserted-by":"crossref","DOI":"10.1177\/17298806221103707","article-title":"A comprehensive review on fish-inspired robots","volume":"19","author":"Li","year":"2022","journal-title":"Int. J. Adv. Robot. Syst."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0110","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1007\/s00265-014-1834-4","article-title":"Fish swimming in schools save energy regardless of their spatial position","volume":"69","author":"Marras","year":"2015","journal-title":"Behav. Ecol. Sociobiol."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0115","doi-asserted-by":"crossref","DOI":"10.1016\/j.rser.2025.115355","article-title":"A scientific framework for sustainable hydropower with improved fish passage","volume":"211","author":"Martinez","year":"2025","journal-title":"Renew. Sust. Energ. Rev."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0120","doi-asserted-by":"crossref","DOI":"10.7717\/peerj.6918","article-title":"We need to talk about reliability: making better use of test-retest studies for study design and interpretation","volume":"7","author":"Matheson","year":"2019","journal-title":"PeerJ"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0125","doi-asserted-by":"crossref","first-page":"1281","DOI":"10.1038\/s41593-018-0209-y","article-title":"DeepLabCut: markerless pose estimation of user-defined body parts with deep learning","volume":"21","author":"Mathis","year":"2018","journal-title":"Nat. Neurosci."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0130","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1093\/icesjms\/fsad182","article-title":"Applications and analytical approaches using imaging sonar for quantifying behavioural interactions among aquatic organisms and their environment","volume":"81","author":"Munnelly","year":"2023","journal-title":"ICES J. Mar. Sci."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0135","doi-asserted-by":"crossref","first-page":"2152","DOI":"10.1038\/s41596-019-0176-0","article-title":"Using DeepLabCut for 3D markerless pose estimation across species and behaviors","volume":"14","author":"Nath","year":"2019","journal-title":"Nat. Protoc."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0140","doi-asserted-by":"crossref","DOI":"10.1016\/j.oceaneng.2021.110406","article-title":"Performance analysis of bio-inspired transformable robotic fish tail","volume":"244","author":"Omari","year":"2022","journal-title":"Ocean Eng."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0145","doi-asserted-by":"crossref","first-page":"415","DOI":"10.3390\/fishes10080415","article-title":"Fish swimming behavior and strategies under different hydrodynamic conditions in fishways with various vertical slot configurations","volume":"10","author":"Ouyang","year":"2025","journal-title":"Fishes"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0150","doi-asserted-by":"crossref","first-page":"668","DOI":"10.1093\/icb\/icab116","article-title":"Pursuit and Evasion Strategies in the Predator\u2013Prey Interactions of Fishes","volume":"61","author":"Peterson","year":"2021","journal-title":"Integr. Comp. Biol."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0155","doi-asserted-by":"crossref","DOI":"10.1002\/ecs2.3166","article-title":"Habitat affinity and density-dependent movement as indicators of fish habitat restoration efficacy","volume":"11","author":"Polivka","year":"2020","journal-title":"Ecosphere"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0160","doi-asserted-by":"crossref","first-page":"44","DOI":"10.3390\/ani13010044","article-title":"Does stocking density affect growth performance and hematological parameters of juvenile olive flounder Paralichthys olivaceus in a recirculating aquaculture system?","volume":"13","author":"Seo","year":"2023","journal-title":"Animals"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0165","doi-asserted-by":"crossref","first-page":"420","DOI":"10.1037\/0033-2909.86.2.420","article-title":"Intraclass correlations: uses in assessing rater reliability","volume":"86","author":"Shrout","year":"1979","journal-title":"Psychol. Bull."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0170","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecoleng.2024.107254","article-title":"Fish passage solution: European eel kinematics and behaviour in shear layer turbulent flows","volume":"203","author":"Sonnino Sorisio","year":"2024","journal-title":"Ecol. Eng."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0175","series-title":"DINO-Tracker: Taming DINO for Self-Supervised Point Tracking in a Single Video, (European Conference on Computer Vision)","author":"Tumanyan","year":"2024"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0180","doi-asserted-by":"crossref","first-page":"679","DOI":"10.1016\/S2212-5671(15)00123-9","article-title":"How reliable are measurement scales? External factors with indirect influence on reliability estimators","volume":"20","author":"Ursachi","year":"2015","journal-title":"Procedia Econ. Finance"},{"key":"10.1016\/j.ecoinf.2026.103760_bb0185","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecoinf.2021.101320","article-title":"Automatic underwater fish species classification with limited data using few-shot learning","volume":"63","author":"Villon","year":"2021","journal-title":"Ecol. Inform."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0190","doi-asserted-by":"crossref","DOI":"10.3389\/fvets.2023.1260090","article-title":"Qualitative behavioural assessment as a welfare indicator for farmed Atlantic salmon (salmoSalar) in response to a stressful challenge","volume":"10","author":"Wiese","year":"2023","journal-title":"Front. Vet. Sci."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0195","doi-asserted-by":"crossref","first-page":"13293","DOI":"10.1109\/JSEN.2024.3374236","article-title":"Pose estimation-based visual perception system for analyzing fish swimming","volume":"24","author":"Wu","year":"2024","journal-title":"IEEE Sensors J."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0200","doi-asserted-by":"crossref","first-page":"1212","DOI":"10.1109\/TPAMI.2023.3330016","article-title":"ViTPose++: vision transformer for generic body pose estimation","volume":"46","author":"Xu","year":"2024","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.ecoinf.2026.103760_bb0205","doi-asserted-by":"crossref","DOI":"10.7554\/eLife.90352.3","article-title":"Energy conservation by collective movement in schooling fish","volume":"12","author":"Zhang","year":"2024","journal-title":"eLife"}],"container-title":["Ecological Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1574954126001664?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1574954126001664?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T08:09:51Z","timestamp":1783930191000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1574954126001664"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5]]},"references-count":42,"alternative-id":["S1574954126001664"],"URL":"https:\/\/doi.org\/10.1016\/j.ecoinf.2026.103760","relation":{},"ISSN":["1574-9541"],"issn-type":[{"value":"1574-9541","type":"print"}],"subject":[],"published":{"date-parts":[[2026,5]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"From observation to replication: Machine-learning-driven quantification and replication of fine-scale fish kinematics and behavior","name":"articletitle","label":"Article Title"},{"value":"Ecological Informatics","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.ecoinf.2026.103760","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Battelle Memorial Institute. Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"103760"}}