{"id":"W4410382970","doi":"10.1093/icb/icaf041","title":"The Variability and Malleability of Frog Call-Timing Mechanisms are Neglected in Traditional Call-Timing Models","year":2025,"lang":"en","type":"article","venue":"Integrative and Comparative Biology","topic":"Neuroscience and Music Perception","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Smithsonian Tropical Research Institute; University of Texas at Austin; National Science Foundation","keywords":"Malleability; System call; Call to action; Computer science; Biology; Computer security; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000315272,0.0001733087,0.0003423495,0.00009507681,0.0002848923,0.00003050379,0.0001845002,0.00008871551,0.00001097336],"category_scores_gemma":[0.000499295,0.0001094393,0.00004160639,0.0003179548,0.001178024,0.0001736287,0.0000937609,0.000272306,6.393701e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005305836,"about_ca_system_score_gemma":0.00008623615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009786803,"about_ca_topic_score_gemma":0.0003486984,"domain_scores_codex":[0.9979706,0.0008224542,0.0003330327,0.0005607799,0.00008963334,0.0002234362],"domain_scores_gemma":[0.9979151,0.001663455,0.0001234071,0.0001586228,0.00009718732,0.00004226831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001527463,0.0001112912,0.000798794,0.000008656609,0.00000543202,0.000001314789,0.001712085,0.00004406861,0.6987823,0.2971538,0.00006574632,0.001163833],"study_design_scores_gemma":[0.001188269,0.0007289438,0.1564857,0.0001679914,0.00002602031,0.00001879231,0.004576686,0.07711422,0.1551026,0.603851,0.0003479368,0.0003918568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686037,0.00003323834,0.027321,0.0006147777,0.000167928,0.0003533173,0.00005172009,0.00001684022,0.002837518],"genre_scores_gemma":[0.9990315,0.0000736611,0.0002940677,0.0004325381,0.00001065858,0.00006356268,0.000003297029,0.000002237848,0.0000884886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5436797,"threshold_uncertainty_score":0.4462805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1579998875000118,"score_gpt":0.339688937962275,"score_spread":0.1816890504622632,"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."}}