{"id":"W4407200608","doi":"10.1038/s42003-025-07472-7","title":"Trichromacy is insufficient for mate detection in a mimetic butterfly","year":2025,"lang":"en","type":"article","venue":"Communications Biology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Human Frontier Science Program; National Science Foundation","keywords":"Trichromacy; Mimicry; Achromatic lens; Color vision; Chromatic scale; Biology; Colour Vision; Butterfly; Camouflage; Communication; Brightness; Artificial intelligence; Computer vision; Zoology; Psychology; Ecology; Computer science; Optics; Physics","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":[0.00008009786,0.0001490933,0.0001214989,0.0002096907,0.0001895782,0.0002297535,0.000160392,0.0002591222,0.0008675577],"category_scores_gemma":[0.0001794592,0.0001054143,0.0002210953,0.00006296655,0.0001865683,0.0001661541,0.0002373812,0.000181424,0.00009954361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003969765,"about_ca_system_score_gemma":0.0001713324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003317518,"about_ca_topic_score_gemma":0.005496307,"domain_scores_codex":[0.9999431,0.00000721213,0.000002640281,0.00002331174,0.00001166612,0.00001202818],"domain_scores_gemma":[0.9999199,0.00001799516,0.00002427294,0.000008311073,0.000009689035,0.00001987955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001288946,0.00002288661,0.02257376,0.00004006315,0.00001700247,0.0002317859,0.00006923381,0.0007186913,0.9724126,0.000369773,0.00005702002,0.003358203],"study_design_scores_gemma":[0.00006809562,0.0008909436,0.7404715,0.00003122781,0.0001533773,0.002029296,0.001137888,0.06339961,0.1860047,0.00192866,0.003836047,0.00004871264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987274,0.00006888967,0.0005975673,0.00002098451,0.000002164515,0.000001870728,0.00002493632,0.00001706297,0.0005391376],"genre_scores_gemma":[0.9993223,0.00001924722,0.0003739684,0.00002034989,7.649977e-7,0.000002166796,0.00003652498,0.000003462342,0.0002212731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003317518,"threshold_uncertainty_score":0.006596386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07699503988097868,"score_gpt":0.3019299198030257,"score_spread":0.2249348799220471,"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."}}