{"id":"W4401334734","doi":"10.3390/f15081361","title":"Current and Future Insect Threats to Oaks of the Midwest, Great Lakes, and Northeastern United States and Canada","year":2024,"lang":"en","type":"article","venue":"Forests","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service; National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Lymantria dispar; Buprestidae; Ecology; Herbivore; Agrilus; Biology; Climate change; Habitat; Range (aeronautics); Geography; Keystone species; Larva","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002094741,0.0001556988,0.00006210069,0.0005306597,0.001412032,0.0007703134,0.0002654362,0.0001674224,0.001809912],"category_scores_gemma":[0.0002649619,0.00007212815,0.0001138175,0.0005030528,0.0003274547,0.0003428405,0.000503853,0.0002522892,0.00009674043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005530696,"about_ca_system_score_gemma":0.00482121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9198856,"about_ca_topic_score_gemma":0.985462,"domain_scores_codex":[0.9998603,0.00001222036,0.000005117001,0.00001403776,0.0000414673,0.00006687],"domain_scores_gemma":[0.9995609,0.00001639712,0.00008216463,0.000005772677,0.0001506158,0.0001840787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004490695,0.00003099716,0.943194,0.00007174687,0.00003585844,0.00044738,0.002223104,0.0002808666,0.001085837,0.0008238322,0.007112817,0.04464858],"study_design_scores_gemma":[0.000003587373,0.0000167425,0.9814689,0.00009447914,0.00001442336,0.0001538638,0.005236235,0.0002300469,0.00009364168,0.0001253906,0.01255514,0.000007510866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750863,0.00561764,0.0001023985,0.00322195,0.00003447514,0.00001670742,0.001341091,0.00001970351,0.0145597],"genre_scores_gemma":[0.98555,0.007237129,0.0003582686,0.0004294779,0.00002017129,0.00001116009,0.0006004529,0.000003341058,0.005790031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08011436,"threshold_uncertainty_score":0.1611723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007248313843990866,"score_gpt":0.2105685182637995,"score_spread":0.2033202044198086,"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."}}