{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001416479,0.0001410655,0.000188016,0.00008735155,0.00008416235,0.00001968064,0.0003162652,0.0001052349,0.00000460227],"category_scores_gemma":[0.0002377489,0.0001194819,0.00005910352,0.0003042275,0.00007343765,0.000001201089,0.0001109288,0.0001279651,0.000005169328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002446135,"about_ca_system_score_gemma":0.0001240687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002792993,"about_ca_topic_score_gemma":0.003697104,"domain_scores_codex":[0.9988583,0.00007283311,0.0002962688,0.0002897738,0.0001880262,0.0002947446],"domain_scores_gemma":[0.9991866,0.0000510869,0.00006128248,0.0005559122,0.00009924439,0.00004583326],"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":[0.0003938725,0.0002445398,0.009844902,0.0001142799,0.0001156814,0.000003619495,0.00009781186,0.0002757316,0.9869103,0.0001589654,0.0006471791,0.001193154],"study_design_scores_gemma":[0.0003293929,0.0001427853,0.05579031,0.0001831557,0.00003112104,4.746577e-7,0.00004066862,0.000007181171,0.9352306,0.0009426387,0.007155132,0.0001465309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910535,0.004379614,0.0004648775,0.0007007798,0.00004802044,0.0003247423,0.0000154343,0.000006555816,0.003006462],"genre_scores_gemma":[0.991038,0.0008303041,0.002663289,0.0007890278,0.00008811374,0.00006142297,0.000009992134,0.00001637498,0.004503496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05167965,"threshold_uncertainty_score":0.487233,"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."}}