{"id":"W2155621737","doi":"10.1603/ipm14002","title":"Biology, Ecology, and Management of Brown Marmorated Stink Bug (Hemiptera: Pentatomidae)","year":2014,"lang":"en","type":"article","venue":"Journal of Integrated Pest Management","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":446,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Ministry of Agriculture, Food and Rural Affairs","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Pentatomidae; PEST analysis; Biology; Hemiptera; Integrated pest management; Ecology; Invasive species; Generalist and specialist species; Herbivore; Habitat; Botany","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007558501,0.0002358458,0.0004582347,0.0000785313,0.0001169002,0.00004516507,0.0003769703,0.00008691693,0.000313945],"category_scores_gemma":[0.00003343522,0.00009411143,0.0001165899,0.0003918802,0.0001732862,0.000105878,0.0002495722,0.0002139678,0.00001598413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000671687,"about_ca_system_score_gemma":0.000005127282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000817894,"about_ca_topic_score_gemma":0.00008953989,"domain_scores_codex":[0.9983823,0.0001463189,0.0007228997,0.000247422,0.000203061,0.0002980024],"domain_scores_gemma":[0.9988696,0.0001331488,0.0005497476,0.00008053789,0.0002586184,0.0001083225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006591042,0.001011683,0.3206103,0.0005667516,0.002559972,0.0002887082,0.0003080525,0.00003634846,0.05266827,0.01050989,0.020869,0.5899119],"study_design_scores_gemma":[0.001563601,0.001794053,0.845673,0.0005335165,0.0003593916,0.00008948906,0.002252885,0.0001492465,0.00388249,0.001533622,0.1417194,0.0004492796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989117,0.0002852759,0.00006188671,0.001412136,0.0003027606,0.000266816,0.00001564212,0.00002517811,0.008513285],"genre_scores_gemma":[0.9960996,0.001604202,0.001465187,0.0003113504,0.00009230409,0.00001084197,0.00001931381,0.000002206655,0.0003949746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5894626,"threshold_uncertainty_score":0.3837753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497348748475261,"score_gpt":0.2339916392070277,"score_spread":0.2190181517222751,"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."}}