{"id":"W2623595242","doi":"10.1079/cpc.27377.20210102987","title":"<i>Halyomorpha halys</i> (brown marmorated stink bug).","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overwintering; Nuisance; Ornamental plant; Geography; Crop; PEST analysis; Agroforestry; Archaeology; Forestry; Biology; Ecology; Horticulture","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002214165,0.000432987,0.0006051168,0.00001291929,0.0002325865,0.0003228063,0.0005555297,0.0003987079,0.007075938],"category_scores_gemma":[0.0001304445,0.0001470153,0.0002847849,0.0003626488,0.00009429717,0.00006799183,0.001888884,0.0005962649,0.0001811267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005871302,"about_ca_system_score_gemma":0.0000359244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002152979,"about_ca_topic_score_gemma":0.002918271,"domain_scores_codex":[0.9977198,0.00013244,0.0004434801,0.0008555301,0.0003774963,0.0004712657],"domain_scores_gemma":[0.998952,0.0002060675,0.0001782691,0.0001751706,0.0003346938,0.0001538318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007263437,0.0008412998,0.05679839,0.0002889726,0.0009024086,0.0006308929,0.0006364535,0.00008848684,0.6462277,0.000210404,0.1485595,0.1447429],"study_design_scores_gemma":[0.0009688173,0.0006367739,0.4115776,0.001087085,0.000545621,0.0001410224,0.003876088,0.0006230331,0.1564281,0.002461988,0.4155969,0.006057001],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525225,0.0009323804,0.000009511978,0.004037162,0.0007107348,0.0003435633,0.000116378,0.0003909086,0.04093686],"genre_scores_gemma":[0.9905608,0.0003361489,0.0004695475,0.001660391,0.0006090371,0.00008173827,0.000839176,0.0000022307,0.005440961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4897996,"threshold_uncertainty_score":0.9938318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03717807977618963,"score_gpt":0.2301541417806587,"score_spread":0.192976062004469,"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."}}