{"id":"W4386198606","doi":"10.1016/j.ecolmodel.2023.110490","title":"Modelling the biocontrol of Spodoptera frugiperda: A mechanistic approach considering Bt crops and oviposition behaviour","year":2023,"lang":"en","type":"article","venue":"Ecological Modelling","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"PEST analysis; Biology; Bacillus thuringiensis; Biological pest control; Parasitoid; Lepidoptera genitalia; Pest control; Integrated pest management; Agronomy; Parasitism; Crop; Fall armyworm; Noctuidae; Spodoptera; Ecology; Host (biology); Botany","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":[0.00078141,0.0008836094,0.0009171815,0.0007058649,0.0004040262,0.001292591,0.001976698,0.002384738,0.003471644],"category_scores_gemma":[0.00223943,0.0007422623,0.001233983,0.0005995747,0.0006668294,0.001488267,0.0007909679,0.001037685,0.0003220417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186978,"about_ca_system_score_gemma":0.001218403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02062791,"about_ca_topic_score_gemma":0.01715009,"domain_scores_codex":[0.9997429,0.0001158039,0.00001178597,0.00004664967,0.00002115058,0.00006172826],"domain_scores_gemma":[0.9985859,0.0009357109,0.0002720196,0.00003618197,0.00007461422,0.00009553576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002660804,0.00004976795,0.001665198,0.00005261173,0.00004619859,0.00008142014,0.00002992082,0.9901658,0.0009905973,0.005554797,0.0001242327,0.001212936],"study_design_scores_gemma":[0.000008715559,0.0000226227,0.0006487483,0.000004352876,0.00002486993,0.00002250006,0.00002074638,0.9973194,0.00008872709,0.00166151,0.0001721813,0.000005675391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8276365,0.001193118,0.1449873,0.002056707,0.00009086488,0.0001077358,0.001019146,0.0001909308,0.02271769],"genre_scores_gemma":[0.9840314,0.0005869582,0.007387871,0.00009541151,0.0000254558,0.00009758987,0.0001541863,0.00003081715,0.007590275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02062791,"threshold_uncertainty_score":0.04101568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560125058570092,"score_gpt":0.2303140982039607,"score_spread":0.2047128476182598,"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."}}