{"id":"W4200221854","doi":"10.2903/j.efsa.2021.7022","title":"Pest categorisation of Xylotrechus chinensis","year":2021,"lang":"de","type":"article","venue":"EFSA Journal","topic":"Research on scale insects","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alpha Technologies (Canada)","funders":"","keywords":"PEST analysis; Frass; Longhorn beetle; Biology; Bark (sound); European union; Larva; Voltinism; Botany; Pheromone trap; Horticulture; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008694251,0.000152532,0.0003131577,0.00003375462,0.0002931681,0.0002372314,0.0003182975,0.0001571785,0.005117774],"category_scores_gemma":[0.0009538718,0.00006467631,0.0002490482,0.0006369403,0.000122141,0.0001924903,0.000104575,0.0006124227,0.0002186964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007462878,"about_ca_system_score_gemma":0.0001571538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001801701,"about_ca_topic_score_gemma":0.0002156252,"domain_scores_codex":[0.9974902,0.0004886275,0.000566441,0.0002403123,0.0008075121,0.0004068669],"domain_scores_gemma":[0.9982895,0.0003397364,0.0003422913,0.00009178908,0.0006237578,0.0003129628],"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":[0.0001106387,0.0006311412,0.04789191,0.00004127599,0.0002919885,0.0006540634,0.0009061891,0.00004691266,0.523072,0.0004827888,0.03737729,0.3884938],"study_design_scores_gemma":[0.000751177,0.001009987,0.7764249,0.0001947815,0.0001174888,0.0007033627,0.001857393,0.0004278952,0.06942497,0.005183835,0.143459,0.0004452064],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752746,0.01114065,0.00002346442,0.008907914,0.002181681,0.00007572318,0.00002617678,0.00001060746,0.002359157],"genre_scores_gemma":[0.9900359,0.003849204,0.0001895099,0.000120114,0.003870704,0.000001115113,0.00002392922,0.000001936473,0.001907617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.728533,"threshold_uncertainty_score":0.9957917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03606308971072628,"score_gpt":0.2759071599389256,"score_spread":0.2398440702281993,"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."}}