{"id":"W2995486211","doi":"10.1371/journal.pcbi.1006873","title":"The benefits of insect-swarm hunting to echolocating bats, and its influence on the evolution of bat echolocation signals","year":2019,"lang":"en","type":"article","venue":"PLoS Computational Biology","topic":"Bat Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Office of Naval Research Global","keywords":"Human echolocation; Swarm behaviour; Predation; Insect; Acoustics; Biology; Prey detection; Bandwidth (computing); Sound wave; Echo (communications protocol); Computer science; Ecology; Physics; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003373371,0.0002884334,0.0003828795,0.0002650025,0.0004097268,0.0009080864,0.0004403315,0.0007753397,0.001853254],"category_scores_gemma":[0.002175073,0.0002637911,0.0003927198,0.0002433003,0.0006589298,0.0007787247,0.0006225197,0.0004826088,0.0001353224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002285965,"about_ca_system_score_gemma":0.0002678036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001900645,"about_ca_topic_score_gemma":0.002082003,"domain_scores_codex":[0.9999177,0.00003198356,0.000004897452,0.00002368177,0.000009134648,0.0000124581],"domain_scores_gemma":[0.9994047,0.0003760633,0.00009539531,0.00002720078,0.00002595868,0.00007067495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004436608,0.0001920853,0.144297,0.0007615402,0.0005979159,0.001421971,0.000606117,0.7052671,0.09187876,0.02199413,0.001272063,0.03126759],"study_design_scores_gemma":[0.00007031728,0.0001469909,0.082726,0.00003519173,0.0001772129,0.000392777,0.0002241175,0.9028178,0.002633027,0.009458282,0.001272174,0.00004605226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863722,0.0004770031,0.01087052,0.0003188347,0.00002167838,0.000002772616,0.00007341623,0.00006342301,0.001800218],"genre_scores_gemma":[0.9966446,0.0002922972,0.002710365,0.00004655524,0.00001011058,0.000007995453,0.00004966198,0.00002470776,0.0002137301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001900645,"threshold_uncertainty_score":0.006199777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050871380187847,"score_gpt":0.2323214070918216,"score_spread":0.2018126932899432,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}