{"id":"W3135494306","doi":"10.3389/fevo.2021.641740","title":"Survival Sounds in Insects: Diversity, Function, and Evolution","year":2021,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aposematism; Stridulation; Biology; Predation; Insect; Predator; Sound production; Evolutionary biology; Animal communication; Ecology; Grasshopper; Zoology; Orthoptera; Acoustics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003764936,0.0004037584,0.0004572684,0.001516395,0.0005612241,0.0013552,0.0003623934,0.0006753507,0.001204658],"category_scores_gemma":[0.0003405282,0.0001615973,0.0001984026,0.001407323,0.0007332032,0.001134821,0.00073932,0.0004369923,0.0005403813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004283812,"about_ca_system_score_gemma":0.000240307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00092653,"about_ca_topic_score_gemma":0.0008901542,"domain_scores_codex":[0.9997911,0.00002593768,0.00001862955,0.0000838618,0.00005008973,0.00003046304],"domain_scores_gemma":[0.999689,0.00006395744,0.000109211,0.00001908061,0.0000685704,0.00005033419],"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":[0.0003442593,0.0001558878,0.1137817,0.001677936,0.0001107031,0.000469196,0.002332116,0.001011907,0.1782926,0.005491495,0.001160186,0.695172],"study_design_scores_gemma":[0.00001931518,0.0005344581,0.909611,0.0004610013,0.0001358518,0.003319746,0.00118455,0.001569972,0.00878996,0.008073801,0.06619447,0.0001059135],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6485668,0.3243496,0.008572846,0.000829382,0.0001370693,0.00003838748,0.0007943765,0.0002994692,0.016412],"genre_scores_gemma":[0.8985227,0.08119708,0.01228385,0.0003099431,0.0003416864,0.00004318438,0.0009114611,0.00003774022,0.006352404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001516395,"threshold_uncertainty_score":0.004030049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006710321834927714,"score_gpt":0.1897767346941766,"score_spread":0.1830664128592489,"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."}}