{"id":"W4415756974","doi":"10.1093/jee/toaf272","title":"Validation of a molecular tool for detecting <i>Diadegma</i> spp. (Hymenoptera: Ichneumonidae) parasitism in diamondback moth, <i>Plutella xylostella</i> (Lepidoptera: Plutellidae) larvae in North America","year":2025,"lang":"en","type":"article","venue":"Journal of Economic Entomology","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Alberta Ministry of Agriculture and Forestry; Agriculture Food and Rural Development; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Diamondback moth; Plutella; Parasitism; Ichneumonidae; Larva; Population; PEST analysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000694736,0.0004502106,0.0002876699,0.0005678707,0.0002484316,0.0003887457,0.000422009,0.0005063552,0.0002670524],"category_scores_gemma":[0.001307049,0.0003091092,0.0002177686,0.0003456977,0.000327923,0.0001930714,0.0002766913,0.0003657934,0.0002314283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003574885,"about_ca_system_score_gemma":0.0003804613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004611815,"about_ca_topic_score_gemma":0.006956499,"domain_scores_codex":[0.9993299,0.0001343973,0.00006062062,0.0002255825,0.0001799566,0.00006952939],"domain_scores_gemma":[0.9993064,0.0002101642,0.0001590033,0.000051312,0.0002181337,0.00005498279],"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":[0.0000924375,0.00008387299,0.03937993,0.0001010279,0.0000226343,0.00005663582,0.0001730007,0.0002504993,0.9524999,0.00005365665,0.00005964077,0.00722685],"study_design_scores_gemma":[0.00005528097,0.001756759,0.4109474,0.00008350921,0.0001724623,0.001213908,0.0005931405,0.008465781,0.5721552,0.00007377144,0.004445995,0.00003681576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939663,0.0002072674,0.004226443,0.00005923311,0.000009857602,0.0001713718,0.0006561503,0.00005596538,0.0006474023],"genre_scores_gemma":[0.9582795,0.0003627832,0.0377884,0.0001466818,0.000005952314,0.0002864483,0.002513995,0.00001694444,0.000599326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004611815,"threshold_uncertainty_score":0.009169936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008776853241846872,"score_gpt":0.2305882926297979,"score_spread":0.221811439387951,"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."}}