{"id":"W4406095278","doi":"10.58843/ornneo.v35i2.1361","title":"SONGS AND CALLS: PERSPECTIVES ON CREATING A GLOBAL DEFINITION","year":2025,"lang":"en","type":"article","venue":"Ornitología Neotropical","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"Vicerrectoría de Investigación, Universidad de Costa Rica; Universidad de Costa Rica","keywords":"Categorization; Ambiguity; Duration (music); Key (lock); Function (biology); Limit (mathematics); Computer science; Geography; Artificial intelligence; Evolutionary biology; Biology; Mathematics","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":[0.01476805,0.002332414,0.003082786,0.00793015,0.002891538,0.01210089,0.004678904,0.0059502,0.004089685],"category_scores_gemma":[0.01377719,0.0006867187,0.001876268,0.004958837,0.03366057,0.02885897,0.006055885,0.01230291,0.002102813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003717316,"about_ca_system_score_gemma":0.002385011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003066654,"about_ca_topic_score_gemma":0.001833976,"domain_scores_codex":[0.9924688,0.003883782,0.0007907682,0.001553864,0.0009010657,0.0004017465],"domain_scores_gemma":[0.9876806,0.007731796,0.0007977359,0.001221123,0.001898096,0.0006707546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005385031,0.00002149245,0.0008309596,0.0006841385,0.0000382323,0.0001643778,0.003744123,0.0005092315,0.0006042884,0.9490405,0.004090714,0.04021802],"study_design_scores_gemma":[0.00001260549,0.0001074278,0.002451762,0.001412975,0.0000697252,0.0009138601,0.004036151,0.001627972,0.0004930703,0.6732236,0.3155356,0.0001152229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01461375,0.4400513,0.3440377,0.08333433,0.01356443,0.0001295111,0.0005289509,0.0003889373,0.103351],"genre_scores_gemma":[0.330532,0.299129,0.2758577,0.03717446,0.03974433,0.000790976,0.001304611,0.001248126,0.01421882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01476805,"threshold_uncertainty_score":0.07810181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707861642237503,"score_gpt":0.3063415129688535,"score_spread":0.2892628965464785,"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."}}