{"id":"W4410599932","doi":"10.3390/drones9060388","title":"Industry (UAPASTF) Response to Pesticide Regulators’ “State of the Knowledge” Review of Drone Use for Pesticide Application: Best Practices for Safe and Effective Application of Pesticides","year":2025,"lang":"en","type":"article","venue":"Drones","topic":"Plant Surface Properties and Treatments","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BASF (Canada); Syngenta (Canada)","funders":"","keywords":"Pesticide; Drone; Business; Biology; Agronomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01855049,0.00137252,0.0008047624,0.003790217,0.001924903,0.003831115,0.002708223,0.007659054,0.01027151],"category_scores_gemma":[0.02003591,0.0006852151,0.001422762,0.003491526,0.001277511,0.002797272,0.002303554,0.007048067,0.005658215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004978489,"about_ca_system_score_gemma":0.0306176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04109178,"about_ca_topic_score_gemma":0.03032586,"domain_scores_codex":[0.9871661,0.001953205,0.0009948197,0.0006909583,0.008306692,0.0008881096],"domain_scores_gemma":[0.9623643,0.005822617,0.002742863,0.0008982217,0.02637484,0.001797148],"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":[0.0001279584,0.000187114,0.0007428955,0.001746478,0.00002821864,0.000457341,0.0002769184,0.0006386077,0.004486437,0.004766076,0.8546669,0.1318749],"study_design_scores_gemma":[0.000009976817,0.00009612501,0.0007746934,0.000920633,0.00001605341,0.00007655004,0.0001132245,0.000124068,0.001529115,0.0005249567,0.9957992,0.00001529006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01129507,0.1427674,0.02293536,0.4750651,0.06548458,0.003928076,0.02496669,0.003776,0.2497817],"genre_scores_gemma":[0.07774681,0.2317711,0.07945974,0.2416857,0.01107819,0.003949977,0.02713114,0.00157463,0.3256028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04109178,"threshold_uncertainty_score":0.09810549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03054488322596065,"score_gpt":0.3038946411868827,"score_spread":0.273349757960922,"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."}}