{"id":"W4383313509","doi":"10.3389/fevo.2023.1208079","title":"Hybridization in heliothine moths: impacts on reproduction, pheromone communication, and pest management","year":2023,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"Natural Sciences and Engineering Research Council of Canada; Atlantic Canada Opportunities Agency; Canada Foundation for Innovation","keywords":"Biology; Helicoverpa armigera; Helicoverpa; Noctuidae; Heliothis virescens; PEST analysis; Integrated pest management; Sex pheromone; Heliothis; Sterility; Mating disruption; Mating; Zoology; Ecology; Botany; Lepidoptera genitalia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002992509,0.00007342591,0.00008684042,0.000157382,0.0000786796,0.000007361762,0.00005022321,0.0001043874,0.000001121061],"category_scores_gemma":[0.00005426199,0.00008113196,0.000009415805,0.0002037915,0.00007728667,0.000006636145,0.00004929409,0.00006772292,0.000002498824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004309278,"about_ca_system_score_gemma":0.00001349655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001864441,"about_ca_topic_score_gemma":0.0004451097,"domain_scores_codex":[0.9993508,0.00007142103,0.0001396532,0.0002483225,0.00003965611,0.0001501089],"domain_scores_gemma":[0.9997025,0.000004891376,0.00004070589,0.0002072385,0.00002315058,0.00002152953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002153355,0.00007842198,0.9740243,0.00005195965,0.00002749075,0.000005378825,0.0002082864,0.00167862,0.004369091,0.0003645887,0.01693121,0.002045331],"study_design_scores_gemma":[0.0005962705,0.0001374535,0.9934629,0.00002020386,0.000006436062,0.000004838635,0.0003433523,0.0005497722,0.001437976,0.001903943,0.001446432,0.00009039601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961226,0.002275042,0.0003999756,0.0005163691,0.0002091442,0.0001715563,0.000002706162,0.00001090517,0.0002916876],"genre_scores_gemma":[0.987597,0.01067978,0.0009888393,0.00009434018,0.00004119818,0.00002527215,0.0001102054,0.000007231276,0.0004561064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01943864,"threshold_uncertainty_score":0.3308465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003817121026543213,"score_gpt":0.2169467920789097,"score_spread":0.2131296710523665,"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."}}