{"id":"W2169668657","doi":"10.1525/auk.2008.07128","title":"INDIVIDUAL VARIATION AND LEK-BASED VOCAL DISTINCTIVENESS IN SONGS OF THE SCREAMING PIHA (<i>LIPAUGUS VOCIFERANS</i>), A SUBOSCINE SONGBIRD","year":2008,"lang":"en","type":"article","venue":"The Auk","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Screaming; Songbird; Variation (astronomy); Passerine; Optimal distinctiveness theory; Zoology; Biology; Psychology; Ecology; Linguistics; Social psychology","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":[0.0002459409,0.00008302544,0.00009794306,0.00001684502,0.0001366881,0.000007593032,0.0002710531,0.00006806572,0.000008417038],"category_scores_gemma":[0.00005855279,0.00005202126,0.00004112614,0.0001075171,0.000223703,0.00000374305,0.0001379747,0.0001065361,0.000001146227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008272644,"about_ca_system_score_gemma":0.00006193612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002399459,"about_ca_topic_score_gemma":0.0001817985,"domain_scores_codex":[0.9993538,0.0001489631,0.0001463144,0.0001287172,0.0001137973,0.0001083785],"domain_scores_gemma":[0.9995311,0.00003390996,0.00007384638,0.0002979819,0.00004007649,0.00002311425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005531687,0.0004912962,0.299929,0.00003078308,0.00003668757,0.000002683551,0.001839552,0.00009471196,0.6921709,0.0004062929,0.0001663544,0.004278611],"study_design_scores_gemma":[0.0007476211,0.000109206,0.9536011,0.00001399456,0.00002344893,0.00000828673,0.0001222639,0.0001815264,0.04462545,0.00003704714,0.0004497412,0.00008027113],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978426,0.0001718677,0.001178717,0.0005378361,0.00002383228,0.000145651,0.0000136593,0.000005520631,0.00008033666],"genre_scores_gemma":[0.9994968,0.00002750457,0.0001319281,0.0001908292,0.00002903859,0.00001475762,0.00002170354,0.000009086857,0.000078317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6536722,"threshold_uncertainty_score":0.2121365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02609397445195983,"score_gpt":0.2479504351660079,"score_spread":0.2218564607140481,"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."}}