{"id":"W4409114820","doi":"10.1098/rstb.2024.0010","title":"Nonlinear phenomena in animal vocalizations: do they reflect alternative functional modes of voice control, ‘leaked’ cues to quality or condition, or both?","year":2025,"lang":"en","type":"review","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Voice; Context (archaeology); Psychology; Quality (philosophy); Focus (optics); Phonation; Cognitive psychology; Control (management); Perspective (graphical); Computer science; Communication; Speech recognition; Linguistics; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008143812,0.0003107252,0.0008598025,0.00005526634,0.000333907,0.00002624382,0.00107203,0.0004349061,0.0001239669],"category_scores_gemma":[0.0004631557,0.0001563693,0.0007862505,0.0007267589,0.001152097,0.00001075191,0.0001325678,0.0003765131,0.000002718743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005959531,"about_ca_system_score_gemma":0.000426771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000888182,"about_ca_topic_score_gemma":0.00007900594,"domain_scores_codex":[0.9972214,0.00072957,0.0008816141,0.0005801598,0.0003318714,0.0002553807],"domain_scores_gemma":[0.9984257,0.0005598621,0.000357782,0.0003793207,0.0001870308,0.00009034963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01741363,0.0307088,0.004794557,0.02318472,0.006615989,0.0000103994,0.00180159,0.03238566,0.02251201,0.08288826,0.001556122,0.7761282],"study_design_scores_gemma":[0.01570409,0.04957502,0.01200941,0.03502249,0.007069395,0.0001010512,0.005450937,0.01051575,0.006833385,0.06422243,0.7820435,0.01145255],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01129966,0.9099771,0.05256283,0.007894761,0.000639978,0.006526532,0.006350424,0.0001311074,0.004617569],"genre_scores_gemma":[0.5448452,0.4524598,0.001457715,0.0004225605,0.0002498697,0.0002284582,0.00009434573,0.00001335888,0.0002287911],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7804874,"threshold_uncertainty_score":0.6376555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1776894249532018,"score_gpt":0.4236268734864065,"score_spread":0.2459374485332047,"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."}}