{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003094418,0.00009073832,0.00009104269,0.00001741411,0.0001186801,0.00002336403,0.0001016193,0.0001276063,0.00001784582],"category_scores_gemma":[0.0001450822,0.00008109856,0.00004226681,0.00006222881,0.0001421581,0.000001886924,0.0001090245,0.0001019628,0.00001258715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002190367,"about_ca_system_score_gemma":0.00003106559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001434627,"about_ca_topic_score_gemma":0.00001937862,"domain_scores_codex":[0.9994256,0.00006806468,0.0001020106,0.0002282685,0.00005219001,0.0001239056],"domain_scores_gemma":[0.9996809,0.00001925702,0.00002452158,0.0001874338,0.00004403498,0.00004385626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001452564,0.001186653,0.3691697,0.00005593178,0.0001586045,0.00002654054,0.0003835186,0.000004120633,0.1627366,0.3940963,0.003736193,0.0669933],"study_design_scores_gemma":[0.002037004,0.001863199,0.9364434,0.0001005333,0.0001104883,0.00007766858,0.006254806,0.00007694618,0.0113271,0.003272017,0.03790016,0.0005367075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762124,0.0004765249,0.0009483953,0.0006758342,0.00003292324,0.00007641946,0.000007752365,0.00002057953,0.02154911],"genre_scores_gemma":[0.997549,0.0001479568,0.001617067,0.000387103,0.00004837098,0.00001576016,0.00002008797,0.000004036648,0.0002106392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5672737,"threshold_uncertainty_score":0.3307103,"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."}}