{"id":"W4389728181","doi":"10.1002/edn3.503","title":"Development of novel LAMP and qPCR assays for rapid and specific identification of Bronze birch borer (<i>Agrilus anxius</i>)","year":2023,"lang":"en","type":"article","venue":"Environmental DNA","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service","funders":"U.S. Forest Service; Canadian Forest Service; Kungl. Skogs- och Lantbruksakademien; Università degli Studi di Padova; U.S. Department of Agriculture","keywords":"Biology; Agrilus; Frass; Botany; PEST analysis; Larva","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004341254,0.0001266396,0.0001554139,0.00006175822,0.0001234704,0.000007909281,0.0001188393,0.00006617705,0.0003185456],"category_scores_gemma":[0.000008329353,0.0001258178,0.00003167391,0.000113264,0.0003544836,0.0001147235,0.0002843461,0.00004747714,0.00007015552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007499963,"about_ca_system_score_gemma":0.000003551583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008541999,"about_ca_topic_score_gemma":0.00002233108,"domain_scores_codex":[0.9989069,0.00001730979,0.000350505,0.0003226533,0.000197111,0.0002055508],"domain_scores_gemma":[0.9995682,0.00005288787,0.0001450455,0.0001781371,0.000001212846,0.0000545802],"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":[0.00005053382,0.0002703646,0.02124153,0.00005947521,0.00003947929,0.000001108086,0.001593359,0.0001103082,0.9560621,0.0005265854,0.001784428,0.01826075],"study_design_scores_gemma":[0.0007462306,0.00007836844,0.9104136,0.000007537868,0.00001565799,0.000002823657,0.0003669545,0.0003075689,0.06495062,0.0001899733,0.02277537,0.0001453564],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977556,0.00007797602,0.0007946392,0.00005520793,0.0001019025,0.0004843765,0.00004766025,0.00001872741,0.0006638623],"genre_scores_gemma":[0.9955083,0.0002685259,0.003283961,0.00003690382,0.00001159358,0.00006404976,0.00007126677,0.00001513603,0.0007403133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8911115,"threshold_uncertainty_score":0.5130702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473189014011219,"score_gpt":0.2121258264610482,"score_spread":0.197393936320936,"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."}}