{"id":"W4402309777","doi":"10.1111/ddi.13911","title":"Why so many Hemiptera invasions?","year":2024,"lang":"en","type":"article","venue":"Diversity and Distributions","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service","funders":"U.S. Forest Service; U.S. Department of Agriculture; COmON Stichting; National Socio-Environmental Synthesis Center; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Hemiptera; Ecology; Geography; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008700619,0.0001839755,0.0002395877,0.0007527418,0.0005702227,0.001307904,0.0002883685,0.0003926251,0.003756166],"category_scores_gemma":[0.002965664,0.0001832023,0.0002225808,0.0007401232,0.000757903,0.001559815,0.0005998514,0.0007024431,0.0006069845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003783546,"about_ca_system_score_gemma":0.0002890569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003746672,"about_ca_topic_score_gemma":0.009043433,"domain_scores_codex":[0.9995064,0.00007933287,0.00003818357,0.0001838591,0.00009903443,0.00009333212],"domain_scores_gemma":[0.996758,0.0006902391,0.001415938,0.0002426793,0.0004015737,0.0004915084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001054485,0.00003628451,0.8716057,0.0003798798,0.0001962858,0.0008077355,0.002372227,0.0001979146,0.002865753,0.002085593,0.009141607,0.1102055],"study_design_scores_gemma":[0.000007555215,0.00004841408,0.9651099,0.0002863769,0.00007325676,0.002642053,0.005933189,0.0003098068,0.0005625145,0.002875533,0.02213093,0.00002043483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732971,0.01046662,0.001002402,0.005865763,0.0001759721,0.0000126973,0.0005658033,0.00006011493,0.008553499],"genre_scores_gemma":[0.9923712,0.004340821,0.0005735417,0.001103116,0.0001573289,0.000008821798,0.0003425324,0.00001775565,0.001084864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003756166,"threshold_uncertainty_score":0.01256561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712365458975778,"score_gpt":0.2057592857258399,"score_spread":0.1886356311360821,"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."}}