{"id":"W4210592079","doi":"10.1186/s43170-021-00053-8","title":"Is radio an effective method for delivering actionable information for responding to emerging pest threats? A case study of fall armyworm campaign in Zambia","year":2021,"lang":"en","type":"article","venue":"CABI Agriculture and Bioscience","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; International Fund for Agricultural Development; Ministry of Agriculture of the People's Republic of China; Department for International Development; Irish Aid","keywords":"Fall armyworm; Integrated pest management; Geography; Infestation; Socioeconomics; Agricultural science; Agronomy; Biology; Sociology","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":[0.001766126,0.000383651,0.0002316995,0.0007653404,0.003078374,0.001319316,0.0006913995,0.001145764,0.003132391],"category_scores_gemma":[0.00328578,0.0003078428,0.0002080501,0.0004941548,0.001455093,0.000848869,0.001073841,0.0008900685,0.000241062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001634451,"about_ca_system_score_gemma":0.001230216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02854539,"about_ca_topic_score_gemma":0.06976729,"domain_scores_codex":[0.9989468,0.0006207646,0.00003141479,0.0000497447,0.00006390161,0.0002873011],"domain_scores_gemma":[0.9987584,0.000760357,0.0001969586,0.00005815513,0.00009763778,0.000128471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000642558,0.002252631,0.2515955,0.00237953,0.00009807239,0.1075673,0.4576524,0.001041826,0.0232023,0.003882922,0.003925027,0.1457599],"study_design_scores_gemma":[0.0001225671,0.002764191,0.3308505,0.001546785,0.0002169362,0.02055549,0.5938841,0.002184406,0.00494726,0.0007525593,0.04210155,0.00007376781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994651,0.000492135,0.0004268982,0.001064629,0.00001052602,0.0001574151,0.00002526429,0.000007292051,0.003164968],"genre_scores_gemma":[0.9966527,0.0007054143,0.001154597,0.0002022008,0.000008342696,0.00007369938,0.00001292418,0.000002937759,0.001187229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02854539,"threshold_uncertainty_score":0.05675846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072549861291971,"score_gpt":0.3050475518251248,"score_spread":0.2943220532122051,"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."}}