{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000110222,0.0001174667,0.0001674781,0.00004298696,0.0001495902,0.00001289989,0.0002034033,0.000225623,0.000006344849],"category_scores_gemma":[0.00009088865,0.0001074755,0.0001120803,0.0002813424,0.0003187624,0.000002987593,0.0002163048,0.00007227002,0.000001828594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007811031,"about_ca_system_score_gemma":0.00003542842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005908818,"about_ca_topic_score_gemma":0.0002640616,"domain_scores_codex":[0.9992565,0.00006234778,0.0001888977,0.0002315955,0.00005052475,0.0002101387],"domain_scores_gemma":[0.9994926,0.0000401953,0.00007774595,0.0002454866,0.00009498219,0.00004901945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001405806,0.0001191447,0.9401976,0.00002521538,0.0001176468,0.000001787045,0.00001091892,0.000002283967,0.04813027,0.0003173686,0.0003511402,0.01058601],"study_design_scores_gemma":[0.0002728229,0.0002076538,0.9705878,0.00003002735,0.00008791993,0.000006290134,0.0004668821,0.000003183473,0.02511401,0.0002766089,0.002818969,0.0001278147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967147,0.001186095,0.0001085223,0.0002077072,0.0001313506,0.0001030868,0.0001024744,0.00001375797,0.001432281],"genre_scores_gemma":[0.9986792,0.000701255,0.0003173983,0.0001676759,0.00002511209,0.00003639601,0.00001835965,0.000003289754,0.00005126965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03039018,"threshold_uncertainty_score":0.4382724,"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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