{"id":"W4394860485","doi":"10.1093/pnasnexus/pgae122","title":"Entomopathogenic nematodes as an effective and sustainable alternative to control the fall armyworm in Africa","year":2024,"lang":"en","type":"article","venue":"PNAS Nexus","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Research Council; National Commission for Science and Technology; Université de Neuchâtel; Center for Advanced Brain Imaging; Direktion für Entwicklung und Zusammenarbeit; Department for International Development; European Commission; International Development Research Centre","keywords":"Fall armyworm; Infestation; Biology; Cypermethrin; Agronomy; Nematode; PEST analysis; Toxicology; Entomopathogenic nematode; Biological pest control; Hectare; Pesticide; Horticulture; Ecology; Agriculture","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":[0.0002106286,0.0003200965,0.0002150076,0.0002279657,0.0001556936,0.0003725723,0.0002204363,0.0002162952,0.0009162893],"category_scores_gemma":[0.0001257389,0.00009471905,0.0001193382,0.0001373633,0.0001600018,0.0003095779,0.0002227729,0.0002858557,0.00009175252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328584,"about_ca_system_score_gemma":0.0002469203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00115762,"about_ca_topic_score_gemma":0.00412727,"domain_scores_codex":[0.9998758,0.00002852805,0.000009353928,0.0000163794,0.00004726538,0.00002272468],"domain_scores_gemma":[0.999934,0.000006109824,0.00002871855,0.000003076064,0.00001094922,0.00001713944],"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":[0.0001291302,0.0001241975,0.001944768,0.0003390831,0.00001756927,0.0001755727,0.00004450477,0.0002508904,0.9755546,0.000138535,0.0001128079,0.02116838],"study_design_scores_gemma":[0.0002268321,0.01524806,0.07360335,0.000670408,0.000278174,0.001676917,0.0009043239,0.00346794,0.8594401,0.0004108668,0.04402214,0.00005090862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848076,0.01089071,0.001832081,0.0003569312,0.00003246928,0.0001135779,0.0001576477,0.00002512544,0.001783743],"genre_scores_gemma":[0.9828961,0.008314313,0.00716512,0.0001022051,0.00001506127,0.00005283105,0.0001036009,0.000004270014,0.001346382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00115762,"threshold_uncertainty_score":0.003065348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00437015251606977,"score_gpt":0.2535212365033024,"score_spread":0.2491510839872326,"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."}}