{"id":"W4206665871","doi":"10.1186/s43170-021-00071-6","title":"The use of Telenomus remus (Nixon, 1937) (Hymenoptera: Scelionidae) in the management of Spodoptera spp.: potential, challenges and major benefits","year":2022,"lang":"en","type":"article","venue":"CABI Agriculture and Bioscience","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Ministry of Agriculture of the People's Republic of China; Department for International Development","keywords":"Noctuidae; Lepidoptera genitalia; Scelionidae; Fall armyworm; Biology; PEST analysis; Integrated pest management; Biological pest control; Pest control; Agronomy; Toxicology; Spodoptera; Biotechnology; Ecology; Parasitoid; Botany","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":[0.0002319577,0.0001009378,0.00009166744,0.00002161219,0.000237151,0.00003073333,0.000254706,0.00003937214,0.000001783771],"category_scores_gemma":[0.000005220107,0.00005190363,0.00003087085,0.000152632,0.0001770728,0.000005928368,0.0002099042,0.00007096287,1.289211e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005119006,"about_ca_system_score_gemma":0.00001092361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001776033,"about_ca_topic_score_gemma":0.000102743,"domain_scores_codex":[0.9991727,0.00005456991,0.0001624664,0.0002469204,0.0001983135,0.000164962],"domain_scores_gemma":[0.9996211,0.00001276954,0.00008708481,0.0002092271,0.00004618904,0.00002366023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001933211,0.0002689748,0.001178065,0.0002269479,0.00007868831,0.00003051191,0.001267716,0.0003509128,0.894717,0.003382155,0.001793277,0.09651241],"study_design_scores_gemma":[0.001206309,0.001712356,0.549607,0.0001100776,0.0001302405,0.0001839523,0.009393774,0.00004201185,0.1246458,0.0002024119,0.3121946,0.0005714626],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969058,0.02948103,0.000004947949,0.0006305796,0.00006621186,0.0002162724,0.00001923141,0.000001668628,0.0005220462],"genre_scores_gemma":[0.9738527,0.02539598,0.0001924489,0.000140618,0.00003136165,0.00001883584,0.000008939991,0.000002474229,0.0003566297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7700713,"threshold_uncertainty_score":0.2116569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01457836030800074,"score_gpt":0.2012846523700504,"score_spread":0.1867062920620497,"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."}}