{"id":"W4414108138","doi":"10.1139/er-2025-0088","title":"Do diamide insecticides have any impact on beneficial arthropods? A review","year":2025,"lang":"en","type":"review","venue":"Environmental Reviews","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agrochemical; Beneficial insects; Integrated pest management; Pesticide; Detoxification (alternative medicine); Agriculture; Pest control","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004993691,0.0007940378,0.002620287,0.00003298392,0.0002719639,0.0000912277,0.000471055,0.0002536448,0.003039376],"category_scores_gemma":[0.0001285835,0.0002552017,0.002099971,0.0002426235,0.00005985618,0.0001036154,0.0001150816,0.0006014669,0.002098558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003452962,"about_ca_system_score_gemma":0.00002768733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008600492,"about_ca_topic_score_gemma":0.00006889612,"domain_scores_codex":[0.9967566,0.0006415991,0.00111197,0.0007337462,0.0002907154,0.0004653662],"domain_scores_gemma":[0.9983428,0.0005722102,0.0006600474,0.0002733041,0.000001808872,0.0001498182],"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":[0.000007331991,0.0001511746,0.00001697046,0.002531584,0.00005977965,0.00001117455,0.000002999971,4.811727e-8,0.00001497477,0.000006687188,0.004887745,0.9923095],"study_design_scores_gemma":[0.00004442451,0.0002914834,0.0001224361,0.06511361,0.0005509176,0.00004814618,0.000005265243,3.035673e-7,0.000001341046,0.00002051777,0.933371,0.0004305632],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007538693,0.9934396,6.923833e-7,0.00006626383,0.0003024997,0.002495161,0.0004760436,0.00003098346,0.003113428],"genre_scores_gemma":[0.0001056134,0.9956165,0.00001040506,0.0008911729,0.0006258417,0.0005916344,0.0009139866,0.000005212962,0.001239624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.991879,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082852331722822,"score_gpt":0.3095341906783694,"score_spread":0.2787056673611412,"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."}}