{"id":"W4392157294","doi":"10.1002/ps.8043","title":"Nut bush pesticide limits: urgent need for a comprehensive strategy to address current and emerging insect pests and insecticide options in the Australian macadamia industry","year":2024,"lang":"en","type":"article","venue":"Pest Management Science","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Southern Cross University","keywords":"Macadamia nut; Pesticide; Biology; Agroforestry; Biotechnology; Risk analysis (engineering); Toxicology; Business; Agronomy; Horticulture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004077161,0.0001599419,0.0001260297,0.0001283637,0.0004617848,0.0006247916,0.0003158666,0.00004517817,0.00004672938],"category_scores_gemma":[0.00004789507,0.00007004768,0.00003400608,0.000967311,0.0001246301,0.0003051145,0.0001007762,0.0002730094,0.000007827203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004877519,"about_ca_system_score_gemma":0.00001908175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004359987,"about_ca_topic_score_gemma":0.0008130102,"domain_scores_codex":[0.9985932,0.00004992784,0.0002147473,0.0004801808,0.0002656329,0.000396372],"domain_scores_gemma":[0.9994395,0.00025261,0.0000399191,0.00007215604,0.00005486003,0.0001409209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002506392,0.0006428242,0.02480203,0.000608511,0.0001161799,0.0002380396,0.004142115,0.002485965,0.1251564,0.07850875,0.01004248,0.753006],"study_design_scores_gemma":[0.0002964354,0.0005443489,0.9224477,0.0004473168,0.00007989211,0.00008488581,0.006179416,0.006612448,0.0002342954,0.001046017,0.0615828,0.0004444243],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933686,0.0003114927,0.00003165471,0.004432218,0.0003256637,0.0008910497,0.00003744475,0.00005048697,0.0005513967],"genre_scores_gemma":[0.9988759,0.0001312046,0.00006822721,0.000417372,0.0001203168,0.0002240105,0.00001086751,0.000001358905,0.0001507962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8976457,"threshold_uncertainty_score":0.602488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0649787922780113,"score_gpt":0.3166936652388597,"score_spread":0.2517148729608484,"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."}}