{"id":"W4407557418","doi":"10.5376/me.2024.15.0010","title":"Preventing the Spread of Colorado Potato Beetle: Strategies and Technologies","year":2024,"lang":"en","type":"article","venue":"Molecular Entomology","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colorado potato beetle; Biology; Agroforestry; PEST analysis; Horticulture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001316947,0.0007688818,0.0003882117,0.001540018,0.0007283627,0.002427215,0.00152432,0.00142756,0.003729758],"category_scores_gemma":[0.0009979968,0.0002128764,0.0003819604,0.0006784949,0.0009543802,0.002304156,0.001161608,0.0009267499,0.0007601043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415311,"about_ca_system_score_gemma":0.002765671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00287116,"about_ca_topic_score_gemma":0.004974692,"domain_scores_codex":[0.9993092,0.0001817871,0.00002825312,0.0001236456,0.0002537509,0.0001033979],"domain_scores_gemma":[0.9994784,0.0001162195,0.0001429339,0.00003212482,0.000146194,0.0000840647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001292139,0.0009565352,0.009152716,0.003213023,0.00008407542,0.00070862,0.0007013863,0.005299841,0.04784486,0.025299,0.009345371,0.8972653],"study_design_scores_gemma":[0.0002172883,0.006254551,0.04132656,0.009921643,0.0007719658,0.006540401,0.01417899,0.04352811,0.1235866,0.06544925,0.6878833,0.0003413333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1968363,0.3486775,0.1943632,0.07175217,0.001014972,0.001819786,0.0004979968,0.000936068,0.184102],"genre_scores_gemma":[0.6443703,0.1834943,0.1497222,0.004537984,0.00030186,0.0008595043,0.0003793814,0.00003497568,0.01629951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003729758,"threshold_uncertainty_score":0.01247728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00815823886698411,"score_gpt":0.2290894661911388,"score_spread":0.2209312273241547,"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."}}