{"id":"W4244363858","doi":"10.1079/cabicomm-62-8163","title":"Fall armyworm management: lessons learnt from Ghana","year":2021,"lang":"en","type":"report","venue":"","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Foreign, Commonwealth and Development Office; Ministry of Agriculture of the People's Republic of China","keywords":"Fall armyworm; Geography; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001618993,0.0003813886,0.0003694947,0.0000612165,0.0000897754,0.00007288212,0.0003650815,0.0006453135,0.0003326691],"category_scores_gemma":[0.00003187059,0.0003732319,0.0003144406,0.00009603428,0.00005362926,0.000001042908,0.0003834893,0.0002582995,0.00007459859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005926122,"about_ca_system_score_gemma":0.0005025552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006798654,"about_ca_topic_score_gemma":0.005689275,"domain_scores_codex":[0.9978439,0.00004267091,0.0003508103,0.0008387892,0.0005249464,0.000398864],"domain_scores_gemma":[0.9984348,0.000007027495,0.0001571769,0.001012834,0.0002858125,0.0001023409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000885433,0.0002706217,0.00102853,0.0005426052,0.002682079,0.0005924916,0.00005405752,0.00003376079,0.02809681,0.0003523827,0.9104719,0.05578627],"study_design_scores_gemma":[0.0002319668,0.00005704501,0.001127911,0.00009389533,0.0001751258,0.00001442412,0.0001672378,0.000001546509,0.02859653,0.00008980341,0.9689485,0.0004960433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03119916,0.02962364,0.001568761,0.0003401782,0.00158296,0.0003395357,0.0002976997,0.00004128241,0.9350068],"genre_scores_gemma":[0.1501901,0.08537451,0.00453394,0.001084875,0.00339396,0.00008572819,0.01183525,0.0001926801,0.743309],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1916978,"threshold_uncertainty_score":0.999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02603907689246836,"score_gpt":0.2974769263603279,"score_spread":0.2714378494678595,"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."}}