{"id":"W4410127237","doi":"10.1111/geb.70021","title":"Worldwide Soundscapes: A Synthesis of Passive Acoustic Monitoring Across Realms","year":2025,"lang":"en","type":"article","venue":"Global Ecology and Biogeography","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; University of Northern British Columbia; Ocean Networks Canada Society; University of British Columbia; Fisheries and Oceans Canada; Environment and Climate Change Canada; Mount Allison University; University of Windsor; Raincoast Conservation Foundation; Wildlife Conservation Society Canada; Simon Fraser University; Ministry of Natural Resources and Forestry; University of Victoria","funders":"Pacific Northwest Research Station; Russian Academy of Sciences; Fundação para a Ciência e a Tecnologia; Universität Greifswald; Leibniz-Gemeinschaft; Australian Research Council; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Universidade Federal da Paraíba; HORIZON EUROPE Framework Programme; U.S. Forest Service; Consejo Superior de Investigaciones Científicas; Shanghai Ocean University; European Regional Development Fund; Centre National de la Recherche Scientifique; Directorate for Biological Sciences; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Sorbonne Université; Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research; Leverhulme Trust; European Commission; Fundação de Amparo à Pesquisa do Estado de São Paulo; Rijksuniversiteit Groningen; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Universidade Federal do Rio Grande do Norte; National Natural Science Foundation of China; Deutsche Forschungsgemeinschaft; University of Bristol; Academia Sinica; Muséum National d'Histoire Naturelle; Wildlife Conservation Society; Cetacean Society International; Universidade de Lisboa; National Science Foundation; Universidad Autónoma de Madrid; University of Waikato; Bat Conservation International; University of Northern British Columbia; Environment and Climate Change Canada; Royal Society Te Apārangi; University of Salford Manchester; Universität Hohenheim; Universidade Estadual de Santa Cruz; KU Leuven; Westlake University; Okinawa Institute of Science and Technology Graduate University; Pontifícia Universidade Católica de Minas Gerais; National Oceanic and Atmospheric Administration; Technische Universität Dresden; Bundesministerium für Bildung und Forschung","keywords":"Soundscape; Sampling (signal processing); Diel vertical migration; Ecosystem; Biodiversity; Metadata; Ecology; Environmental science; Marine ecosystem; Temporal scales; Geography; Environmental resource management; Oceanography; Sound (geography); Geology; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004273535,0.0008167817,0.0006206311,0.0139803,0.000430647,0.001972724,0.0007548915,0.0005327061,0.002566258],"category_scores_gemma":[0.01216421,0.0003023277,0.0007172402,0.0129195,0.00043519,0.002903858,0.003234101,0.0004788305,0.0007646329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005447883,"about_ca_system_score_gemma":0.0006950821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006991457,"about_ca_topic_score_gemma":0.01261375,"domain_scores_codex":[0.9968345,0.000633437,0.0006387919,0.0008391677,0.0008766602,0.000177544],"domain_scores_gemma":[0.9874263,0.005417196,0.001865695,0.001760643,0.002923426,0.0006066566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003533218,0.000125434,0.3127204,0.004303598,0.000657681,0.0003746735,0.003801157,0.006288778,0.0105678,0.003408412,0.03047064,0.6269282],"study_design_scores_gemma":[0.00001933614,0.0001773005,0.7869463,0.001659878,0.0003216442,0.000764442,0.005691843,0.008784818,0.003351026,0.00320312,0.1889178,0.0001624123],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5095547,0.01320249,0.09349442,0.001444787,0.0005512747,0.001137428,0.3470241,0.003318693,0.03027219],"genre_scores_gemma":[0.5245779,0.006563317,0.1072648,0.0004697713,0.0004219012,0.00180482,0.3537709,0.0008714972,0.004255135],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0139803,"threshold_uncertainty_score":0.02260089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007373115128775335,"score_gpt":0.2878988678109039,"score_spread":0.2805257526821286,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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