{"id":"W2995642860","doi":"10.33915/etd.7474","title":"Detecting Balsam Woolly Adelgid Infestations Using Tree Rings","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service","keywords":"Balsam; Abies balsamea; Infestation; Outbreak; Forestry; Geography; Abies lasiocarpa; Range (aeronautics); Host (biology); Biology; Dendrochronology; Ecology; Horticulture; Pinus contorta; Archaeology","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":[0.0005756565,0.0003156737,0.0001724408,0.001191698,0.0002276427,0.0003548597,0.0002872758,0.0002014028,0.0005968527],"category_scores_gemma":[0.0007472691,0.000163479,0.0002216971,0.0004348545,0.0001143393,0.0002450328,0.0002338808,0.0001533369,0.0002189812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000224417,"about_ca_system_score_gemma":0.0001253691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00623454,"about_ca_topic_score_gemma":0.02454987,"domain_scores_codex":[0.9995919,0.0001118733,0.00002915335,0.0001440972,0.00006572133,0.00005713727],"domain_scores_gemma":[0.9990613,0.0002003449,0.0004097068,0.00005327147,0.0001265068,0.0001489731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001302865,0.000071045,0.981628,0.00002524363,0.00004853954,0.00005355638,0.0001446552,0.0001534759,0.01119075,0.00002482796,0.00006974252,0.006459948],"study_design_scores_gemma":[0.00000271321,0.0001659999,0.9973934,0.00000698206,0.00001774239,0.0001111499,0.0001710881,0.0007962984,0.001155656,0.00001082695,0.000164752,0.000003271664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99794,0.0001562215,0.0005831692,0.000007285444,0.000004393209,0.00003283527,0.000285427,0.00002479399,0.0009659008],"genre_scores_gemma":[0.9968675,0.0001159872,0.002348495,0.00001718036,0.000004431491,0.00002678251,0.0003144436,0.000002331996,0.0003028249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00623454,"threshold_uncertainty_score":0.01239645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0099894813785006,"score_gpt":0.2483556344843833,"score_spread":0.2383661531058827,"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."}}