{"id":"W2012994236","doi":"10.1007/s00359-010-0589-2","title":"Fast and reliable decisions for a dynamic song parameter in field crickets","year":2010,"lang":"en","type":"article","venue":"Journal of Comparative Physiology A","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chirp; Significant difference; Simulation; Control theory (sociology); Computer science; Acoustics; Audiology; Mathematics; Physics; Statistics; Control (management); Artificial intelligence; Medicine; Optics","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":[0.0001459603,0.00006380785,0.0002051636,0.00001797432,0.00007560362,0.00001041762,0.00008186746,0.00006769154,0.00005221375],"category_scores_gemma":[0.00007890683,0.00002261323,0.00006022518,0.00008057849,0.00005813153,0.0000985463,0.00001928077,0.0002365425,0.000002402031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004945262,"about_ca_system_score_gemma":0.000005988949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001148694,"about_ca_topic_score_gemma":0.0002290971,"domain_scores_codex":[0.9995038,0.00002994129,0.0001943867,0.0001169055,0.00004631656,0.0001086687],"domain_scores_gemma":[0.9992448,0.000470679,0.0001267466,0.00002452962,0.00009547039,0.0000377436],"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":[0.0003230714,0.0001096093,0.005693996,0.000001051525,0.000006300483,0.000001030729,0.0001382113,0.000009851688,0.9854707,0.00009122231,0.0003757919,0.007779239],"study_design_scores_gemma":[0.0002528814,0.00174728,0.9815021,0.00001708502,0.0000124382,0.000046719,0.0004005342,0.0003368946,0.007239908,0.006591585,0.001770454,0.00008210688],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989362,0.00007418095,0.00004200543,0.0006045662,0.0002089419,0.00009322642,0.000002495016,0.000002771013,0.00003555732],"genre_scores_gemma":[0.998915,0.00002348813,0.0008390509,0.00005541421,0.0001154201,0.000005330036,0.000001844066,3.247833e-7,0.00004417338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9782307,"threshold_uncertainty_score":0.1027673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04187726198823775,"score_gpt":0.3211091559787888,"score_spread":0.279231893990551,"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."}}