{"id":"W2996021467","doi":"10.1101/2019.12.21.885996","title":"Competition for access to mates predicts female-specific ornamentation and polyandry","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Amgen (Canada); University of Toronto","funders":"University of Toronto; Natural Sciences and Engineering Research Council of Canada; University of Stirling","keywords":"Biology; Ornaments; Sexual selection; Mating; Dance; Competition (biology); Sperm competition; Mate choice; Zoology; Ecology","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":[0.0002661953,0.0001940814,0.0002110615,0.0005490957,0.0002271635,0.0005800182,0.0001450436,0.0003539663,0.004614419],"category_scores_gemma":[0.001187305,0.00009234888,0.0001754536,0.0003165217,0.0002471358,0.0002441921,0.0003328644,0.0003422812,0.0004602456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009977692,"about_ca_system_score_gemma":0.00007627285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009886016,"about_ca_topic_score_gemma":0.001703852,"domain_scores_codex":[0.999876,0.0000312466,0.000007859481,0.00004063782,0.0000179207,0.0000263054],"domain_scores_gemma":[0.9982064,0.0005616407,0.000714235,0.00009267704,0.00007082514,0.0003542946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009463559,0.00005546545,0.9909284,0.000007790032,0.00003523891,0.00003311987,0.00003121063,0.0001142884,0.007251825,0.00003696407,0.00005728831,0.001353849],"study_design_scores_gemma":[9.279604e-7,0.00002760832,0.999311,9.158924e-7,0.000003916656,0.00003775165,0.00004414027,0.0003449284,0.0001736337,0.00002972648,0.00002421094,0.000001261679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996741,0.00001962366,0.00006688988,0.000008344766,6.516296e-7,7.809747e-7,0.00005986885,0.000001677797,0.0001681177],"genre_scores_gemma":[0.9996296,0.00000995426,0.0000771081,0.000005205241,0.000001728119,0.00000171079,0.0001226892,0.00000191705,0.0001499351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004614419,"threshold_uncertainty_score":0.01543677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781695507234352,"score_gpt":0.2370069709500044,"score_spread":0.1991900158776609,"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."}}