{"id":"W4406967321","doi":"10.1371/journal.pone.0318154","title":"The genetic architecture of resistance to flubendiamide insecticide in Helicoverpa armigera (Hübner)","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Helicoverpa armigera; Biology; Genetic architecture; Quantitative trait locus; Genetics; Locus (genetics); Genome-wide association study; Biotechnology; Single-nucleotide polymorphism; Gene; Genotype; Ecology; Larva","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000146374,0.0003194057,0.0002155462,0.001082681,0.0002017915,0.0002570582,0.000189881,0.0002466729,0.0008143806],"category_scores_gemma":[0.00014952,0.000175814,0.0002986481,0.0005335283,0.0002061683,0.00008992039,0.0002383978,0.0003248884,0.0001396514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003787462,"about_ca_system_score_gemma":0.0001921189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004295676,"about_ca_topic_score_gemma":0.006638779,"domain_scores_codex":[0.9998206,0.00002163831,0.00001234213,0.00008605168,0.00003526684,0.00002397325],"domain_scores_gemma":[0.9998004,0.00004034684,0.00008590948,0.00001434335,0.00002526387,0.00003376635],"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":[0.0002816079,0.00008441873,0.01927806,0.0000341322,0.00007622103,0.0002790236,0.0001358232,0.0001889218,0.9743662,0.0001190744,0.0000576869,0.005098824],"study_design_scores_gemma":[0.00003096432,0.0001635946,0.9853591,0.000008320545,0.00009310596,0.0005234167,0.0001020037,0.001068578,0.01196293,0.00009873643,0.0005732956,0.0000158985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984615,0.0001640475,0.0005625511,0.00002844203,0.000002618308,0.00001216577,0.0003757829,0.00003043973,0.0003625808],"genre_scores_gemma":[0.9974298,0.0001653296,0.0007788504,0.00005216335,0.000005640808,0.00001808669,0.0006150764,0.00001781195,0.0009173714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004295676,"threshold_uncertainty_score":0.008541346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008213739963398189,"score_gpt":0.2205324403598917,"score_spread":0.2123187003964935,"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."}}