{"id":"W4285292390","doi":"10.2139/ssrn.4021675","title":"Patterns of Infestation by Subcortical Insects (Coleoptera: Buprestidae, Cerambycidae) after Widespread Wildfires in Mature Douglas-Fir (Pseudotsuga Menziesii) Forests","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Buprestidae; Longhorn beetle; Douglas fir; Infestation; Biology; Forestry; Ecology; Geography; Botany","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0002546425,0.000192416,0.0002368946,0.0007407488,0.000520721,0.0006036331,0.0002929444,0.0004173311,0.001328571],"category_scores_gemma":[0.0005595376,0.0002079346,0.0001900971,0.0003839563,0.0005173038,0.0004456936,0.0004000253,0.00033021,0.0002412409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000471947,"about_ca_system_score_gemma":0.0002044202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01507348,"about_ca_topic_score_gemma":0.06536168,"domain_scores_codex":[0.9998666,0.00001460855,0.00001207642,0.00004850806,0.00001933112,0.00003889441],"domain_scores_gemma":[0.9990849,0.0001076914,0.0004241448,0.00003485245,0.0000900591,0.0002583547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005355118,0.000143442,0.9907675,0.00001183737,0.00003788321,0.0001064324,0.0005008507,0.00005024231,0.006208519,0.00002062184,0.00006631789,0.001550825],"study_design_scores_gemma":[0.000001230346,0.00002732622,0.9997312,7.514235e-7,0.000002527196,0.00002517059,0.0001154662,0.00002418007,0.00005404693,0.000002757228,0.00001439854,8.937573e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998558,0.00001974961,0.000005256164,0.000003208567,5.751426e-7,8.281531e-7,0.00004046796,7.059958e-7,0.00007342805],"genre_scores_gemma":[0.9996288,0.00001831793,0.00001824731,0.000006562451,0.00000187166,0.000001692275,0.0001221777,6.589484e-7,0.0002016394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01507348,"threshold_uncertainty_score":0.02997148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003005488617732173,"score_gpt":0.1993973917795791,"score_spread":0.1963919031618469,"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."}}