{"id":"W4402055417","doi":"10.1079/9781800623279.0025","title":"<i>Halyomorpha halys</i>Stål, Brown Marmorated Stink Bug / Punaise marbrée (Hemiptera: Pentatomidae)","year":2024,"lang":"en","type":"book-chapter","venue":"CABI eBooks","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pentatomidae; Hemiptera; Biology; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002780354,0.001112951,0.001104148,0.0000744115,0.0004241368,0.0003697763,0.0007826479,0.0007093984,0.004222703],"category_scores_gemma":[0.00003777132,0.000495172,0.0006319592,0.00008965872,0.0004570196,0.00008459607,0.0007543185,0.001065893,0.002850827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264552,"about_ca_system_score_gemma":0.00005830053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001985503,"about_ca_topic_score_gemma":0.0005141899,"domain_scores_codex":[0.9961703,0.00004189008,0.0008907936,0.001372981,0.0006853665,0.0008386737],"domain_scores_gemma":[0.9983969,0.0002858992,0.0003431303,0.0003149807,0.0002804833,0.0003785539],"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":[0.0003853492,0.0001504731,0.001374381,0.0008328243,0.002075703,0.006124199,0.001074925,0.000001238953,0.1467407,0.03594246,0.1428435,0.6624543],"study_design_scores_gemma":[0.0002777046,0.0002150829,0.0004071974,0.0005753505,0.0003536706,0.0001618019,0.00005395941,0.00001018929,0.003355736,0.006946774,0.9863048,0.001337759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02654339,0.002644308,4.701909e-7,0.0008696508,0.001164236,0.0008833778,0.0006650787,0.0006878161,0.9665416],"genre_scores_gemma":[0.1043119,0.0001859837,0.00002483473,0.001123558,0.001416699,0.0001073252,0.0004278971,0.00002708189,0.8923747],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8434613,"threshold_uncertainty_score":0.99975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561182639185619,"score_gpt":0.2144563427227668,"score_spread":0.1888445163309106,"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."}}