{"id":"W133028926","doi":"","title":"Bird Song Structure and Transmission in the Neotropics: Trends, Methods and Future Directions.","year":2023,"lang":"en","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Humanities; Canto; Geography; Cartography; Art","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":[0.0001429767,0.000159304,0.0002323122,0.0002221773,0.0003362474,0.0000244868,0.0004266486,0.0001868975,0.0000225866],"category_scores_gemma":[0.00001088442,0.0001652986,0.0001190604,0.0005225629,0.0004179151,0.0000459423,0.0002920109,0.0002269577,0.00000267329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001211962,"about_ca_system_score_gemma":0.00003331635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001302263,"about_ca_topic_score_gemma":0.0002005859,"domain_scores_codex":[0.9991558,0.0001162109,0.0001093713,0.0002841364,0.000155152,0.0001793326],"domain_scores_gemma":[0.9993486,0.00003704527,0.0001092076,0.0003374735,0.00007063318,0.00009706007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003205474,0.0002975964,0.3982058,0.0003439144,0.0004954945,0.0001120615,0.1104117,0.00007473458,0.02282068,0.002361601,0.001619319,0.4600516],"study_design_scores_gemma":[0.002168245,0.0005514245,0.720536,0.00005479907,0.000202725,0.0000155164,0.1549204,0.0003467951,0.0003605926,0.0001269444,0.1202173,0.0004991701],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970847,0.0003530602,0.0009307957,0.0006405538,0.00005838239,0.0001114223,0.0002169628,0.00005110623,0.0005530096],"genre_scores_gemma":[0.9979199,0.00036607,0.001317947,0.00001447441,0.00004465361,6.34886e-8,0.00008033271,0.00001435027,0.000242273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4595524,"threshold_uncertainty_score":0.674068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878219407587579,"score_gpt":0.246787796785208,"score_spread":0.2280056027093323,"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."}}