{"id":"W7033211571","doi":"","title":"Phytosanitary Treatments to Control Brown Marmorated Stink Bug, Halyomorpha halys (Stål), and Spotted Lanternfly, Lycorma Delicatula (White)","year":2025,"lang":"en","type":"other","venue":"","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phytosanitary certification; Quarantine; Fumigation; Pest control; Integrated pest management; PEST analysis; Agriculture; Invasive species","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009872337,0.0002707351,0.0002228879,0.000278922,0.0002953376,0.0001973571,0.0002390902,0.0001972926,0.002272177],"category_scores_gemma":[0.00009144419,0.0001032993,0.00026838,0.0001251164,0.0001506002,0.0001714708,0.0002253186,0.0004449813,0.0002127329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003169716,"about_ca_system_score_gemma":0.0003801183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004094289,"about_ca_topic_score_gemma":0.01700697,"domain_scores_codex":[0.9998928,0.00001120514,0.000009032687,0.00002305196,0.00004300747,0.00002079075],"domain_scores_gemma":[0.9999008,0.000009085286,0.00003980346,0.000004265121,0.00002549135,0.00002052642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004068228,0.0008496388,0.01195963,0.0009294748,0.00004750094,0.0002271219,0.0002997308,0.0003954452,0.9253486,0.000187436,0.001208095,0.05814052],"study_design_scores_gemma":[0.0002247118,0.02047346,0.3169162,0.000286355,0.000324622,0.0006733012,0.001269073,0.00317996,0.6130084,0.0002722894,0.04332938,0.00004234885],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9894215,0.002080211,0.00182926,0.0002133193,0.00006187207,0.0002988101,0.0004085127,0.0001551211,0.005531366],"genre_scores_gemma":[0.9873252,0.001414603,0.004117573,0.0002622915,0.00001345087,0.0001382795,0.0005120956,0.00001180407,0.006204745],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004094289,"threshold_uncertainty_score":0.008140922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003662872642376974,"score_gpt":0.2373828284109047,"score_spread":0.2337199557685277,"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."}}