{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002528605,0.0001010649,0.0001533228,0.0001025075,0.0001508846,0.00000649989,0.00004901328,0.0003565855,0.000004670269],"category_scores_gemma":[0.0001033566,0.0001135588,0.00002379339,0.0001162479,0.0001809388,0.00001453519,0.0002219895,0.0001432972,0.000001767708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007974109,"about_ca_system_score_gemma":0.00007060224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007607418,"about_ca_topic_score_gemma":0.002019937,"domain_scores_codex":[0.999102,0.000178735,0.0001416895,0.000332894,0.00003279017,0.0002119236],"domain_scores_gemma":[0.9997599,0.00001587797,0.00004148845,0.0001053529,0.00003891507,0.00003849982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001820555,0.00005912699,0.9971622,0.00001087238,0.00003175459,0.000006423033,0.00004712592,0.00002534576,0.0003589282,0.0005549918,0.0004625741,0.001098579],"study_design_scores_gemma":[0.001000382,0.0001609328,0.9893221,0.000006522596,0.00001574944,0.00001857531,0.0004048127,0.0001219362,0.00004948483,0.006335208,0.002437718,0.0001265896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865342,0.003028112,0.006757214,0.0002233618,0.001192351,0.00008956994,0.000005874394,0.000006899073,0.00216246],"genre_scores_gemma":[0.9987071,0.0003567111,0.0004500111,0.0001414948,0.00009638274,0.00001238979,0.0000778684,0.000004040594,0.0001540061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01217294,"threshold_uncertainty_score":0.4630794,"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."}}