{"id":"W2204687764","doi":"10.1086/682371","title":"Costs of Learning and the Evolution of Mimetic Signals","year":2015,"lang":"en","type":"article","venue":"The American Naturalist","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"National Science Foundation","keywords":"Predation; Mimicry; Neophobia; Aposematism; Predator; Biology; Batesian mimicry; Camouflage; Ecology; Frequency-dependent selection; Selection (genetic algorithm); Inference; Artificial intelligence; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001903928,0.000570602,0.0005418357,0.0009283114,0.0004246508,0.001862704,0.0008832176,0.001179182,0.002161858],"category_scores_gemma":[0.01214442,0.0004811747,0.0003939645,0.000398928,0.001225179,0.001704637,0.001178235,0.001202614,0.0001471947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002037002,"about_ca_system_score_gemma":0.0004399224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001382749,"about_ca_topic_score_gemma":0.001674659,"domain_scores_codex":[0.9993041,0.0003142826,0.00003745074,0.0001371549,0.0001119189,0.00009518842],"domain_scores_gemma":[0.994186,0.003695796,0.001205246,0.0003290478,0.0002032693,0.000380606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001193987,0.0005151224,0.1047942,0.0003318622,0.0005413986,0.001241159,0.0006128997,0.5362517,0.09192064,0.1902297,0.0006500043,0.07171745],"study_design_scores_gemma":[0.00008651901,0.0004110531,0.06798864,0.00002665018,0.000148726,0.0006775846,0.0001898695,0.7426134,0.005963504,0.1805081,0.001285602,0.0001002931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837901,0.0001975255,0.01162428,0.0004422835,0.00001226292,0.00000965644,0.0000419313,0.00003757515,0.00384433],"genre_scores_gemma":[0.9961063,0.00009531734,0.003005941,0.0000418245,0.000007921994,0.00001040217,0.0000215577,0.000008757892,0.000701875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002161858,"threshold_uncertainty_score":0.01477957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005871859168564647,"score_gpt":0.2590120841629466,"score_spread":0.253140224994382,"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."}}