{"id":"W2749524519","doi":"10.1038/s41598-017-10315-z","title":"Global invasion network of the brown marmorated stink bug, Halyomorpha halys","year":2017,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Food and Agriculture; New Jersey Agricultural Experiment Station; Ohio State University; Michigan State University; College of Engineering, Michigan State University; U.S. Department of Agriculture","keywords":"Invasive species; Range (aeronautics); Agriculture; Introduced species; Geography; Habitat; China; PEST analysis; Approximate Bayesian computation; Biology; Ecology; Archaeology; Population; Demography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00114918,0.000131025,0.0002073061,0.000003550238,0.00212999,0.0003836245,0.000576001,0.00006886219,0.0002205987],"category_scores_gemma":[0.0005952858,0.00004053612,0.0001387818,0.000421216,0.0006502137,0.0001505748,0.0006033633,0.00007016896,0.00001383028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003669369,"about_ca_system_score_gemma":0.00003532066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006639096,"about_ca_topic_score_gemma":0.002412945,"domain_scores_codex":[0.9982035,0.00006149652,0.0004007604,0.0005071267,0.0005011857,0.0003259679],"domain_scores_gemma":[0.9983895,0.000040596,0.000694407,0.000526746,0.0002719718,0.0000767218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008076801,0.0000534904,0.8430225,0.000007259708,0.00002083872,0.00007517167,0.0000406924,0.00003047004,0.07494911,0.00005863683,0.06483092,0.01690281],"study_design_scores_gemma":[0.00004774468,0.00002886906,0.936039,0.00006825213,0.00001872343,0.00006877046,0.00003099269,0.00002583098,0.0111908,0.005993485,0.0463506,0.0001369811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861227,0.0001465992,0.000001113427,0.001193279,0.005194725,0.0002282901,0.00001037944,0.00003565957,0.007067221],"genre_scores_gemma":[0.997953,0.000004798968,0.00004442516,0.00005236811,0.0001931188,0.000007118772,0.00001640887,6.017892e-7,0.00172817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09301642,"threshold_uncertainty_score":0.9991691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03491380010653885,"score_gpt":0.2405516374740962,"score_spread":0.2056378373675573,"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."}}