{"id":"W4318755725","doi":"10.1093/jisesa/ieac062","title":"A TaqMan Assay for the Detection and Monitoring of Potentially Invasive Lasiocampids, With Particular Attention to the Siberian Silk Moth, <i>Dendrolimus sibiricus</i> (Lepidoptera: Lasiocampidae)","year":2023,"lang":"en","type":"article","venue":"Journal of Insect Science","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of British Columbia; Canadian Food Inspection Agency; Natural Resources Canada","funders":"Russian Science Foundation; Government of Canada","keywords":"Biology; Lymantria dispar; Lepidoptera genitalia; TaqMan; Zoology; Ecology; PEST analysis; DNA barcoding; Context (archaeology); Botany; Polymerase chain reaction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002870757,0.0001199266,0.0001573781,0.0001310719,0.0006302536,0.00008191182,0.0005029214,0.00003583652,0.00001500624],"category_scores_gemma":[0.0004359036,0.00006356474,0.00007376154,0.001109123,0.000489832,0.0004026723,0.0002164322,0.0001449429,0.00002096075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009808767,"about_ca_system_score_gemma":0.00004772242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007884378,"about_ca_topic_score_gemma":0.0005942914,"domain_scores_codex":[0.9984549,0.0000842662,0.0003301164,0.0002258265,0.0005823408,0.0003225029],"domain_scores_gemma":[0.9989152,0.0003293279,0.0003333598,0.0002273149,0.0000876032,0.0001072259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005186565,0.0001741199,0.1060619,0.00007210142,0.0001337156,0.00005745362,0.003612343,0.09456292,0.7551894,0.0001622373,0.0007719704,0.03868312],"study_design_scores_gemma":[0.0006481616,0.001387988,0.9591111,0.00009537715,0.0001044073,0.000118198,0.001355052,0.002159498,0.03342283,0.0004075979,0.001036826,0.0001529383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894155,0.00004135742,0.008318301,0.0009921496,0.0006098102,0.0004813148,0.000001290666,0.00001264156,0.0001276452],"genre_scores_gemma":[0.9986199,0.00008009554,0.0009078912,0.0001779748,0.0001042082,0.00003248348,1.528904e-7,0.000008622904,0.00006864237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8530492,"threshold_uncertainty_score":0.4847465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225479041376763,"score_gpt":0.2274989030888491,"score_spread":0.2152441126750815,"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."}}