{"id":"W4399799252","doi":"10.1016/j.foreco.2024.122046","title":"Perspectives: Five organizing themes for invasive forest insect and disease management in Canada and the United States","year":2024,"lang":"en","type":"article","venue":"Forest Ecology and Management","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service; McGill University; Natural Resources Canada; Carleton University","funders":"Fonds de recherche du Québec – Nature et technologies; Southern Research Station; Natural Sciences and Engineering Research Council of Canada; U.S. Forest Service; U.S. Department of Agriculture","keywords":"Invasive species; Disease management; Geography; Insect; Ecology; Forest management; Agroforestry; Environmental resource management; Biology; MEDLINE; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02147243,0.001199835,0.0009699802,0.006098053,0.06806406,0.02674143,0.00485129,0.006518033,0.003251256],"category_scores_gemma":[0.01880657,0.0007916956,0.0009939924,0.01003153,0.03436546,0.0063168,0.01206511,0.01311157,0.0001874527],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2463563,"about_ca_system_score_gemma":0.3627614,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.97706,"about_ca_topic_score_gemma":0.9785714,"domain_scores_codex":[0.9818154,0.005942161,0.0007321572,0.001623227,0.003730174,0.006156765],"domain_scores_gemma":[0.9701973,0.008883666,0.001422222,0.0004681164,0.01073176,0.008296917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002385315,0.00002341853,0.00455759,0.000240812,0.00001065346,0.0008469413,0.9250205,0.0001579966,0.0004509184,0.05093936,0.009312148,0.008415866],"study_design_scores_gemma":[0.000002245643,0.000003857745,0.001491829,0.0002863139,0.000006039944,0.00006981429,0.9509416,0.00009676508,0.00006678035,0.002884989,0.04412806,0.00002167164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4074875,0.01583578,0.008479985,0.4148579,0.002972502,0.001077374,0.001319394,0.0001334469,0.1478362],"genre_scores_gemma":[0.9505333,0.006681538,0.007081302,0.01949129,0.0001913143,0.000445606,0.0003730559,0.00008680177,0.01511591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2463563,"threshold_uncertainty_score":0.8741199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005736645021669639,"score_gpt":0.192617424852693,"score_spread":0.1868807798310233,"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."}}