{"id":"W4381282893","doi":"10.1139/cjfr-2022-0328","title":"An experimental comparison of stand management approaches to sudden oak death: prevention vs. restoration","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Plant Pathogens and Resistance","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"California Department of Forestry and Fire Protection; Agricultural Research Institute, California State University; University of California, Davis; U.S. Forest Service; National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Thinning; Basal area; Phytophthora ramorum; Forest restoration; Threatened species; Forest management; Prescribed burn; Restoration ecology; Silviculture; Biology; Environmental science; Dominance (genetics); Forestry; Ecology; Forest ecology; Ecosystem; Geography; Horticulture; Habitat; Phytophthora","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001068143,0.00005950858,0.0001350498,0.0001528588,0.0002296672,0.00007721548,0.0002987566,0.00004679396,0.00004522966],"category_scores_gemma":[0.00002597995,0.00002737349,0.0000484297,0.0005674069,0.00005267374,0.0001216895,0.00001922028,0.0001240074,0.00001094053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003237,"about_ca_system_score_gemma":0.0000899994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071262,"about_ca_topic_score_gemma":0.06821457,"domain_scores_codex":[0.9987702,0.0001540352,0.0002444805,0.0001203461,0.0004124083,0.0002985072],"domain_scores_gemma":[0.9992937,0.00004880326,0.00007677837,0.000053442,0.0001154664,0.0004118468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005450902,0.0003347938,0.5635756,0.00009301254,0.00007748826,0.0004448648,0.001332285,0.001911792,0.3622586,0.01150598,0.0238276,0.03409296],"study_design_scores_gemma":[0.0001395929,0.001497143,0.9718795,0.0001119807,0.00000557431,0.000009311872,0.004342166,0.0001495172,0.00712637,0.0005961765,0.01404933,0.00009329886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981392,0.0004775923,0.000008577294,0.0005275763,0.00006352117,0.0001895548,0.00005912037,0.000003947098,0.0005308914],"genre_scores_gemma":[0.9992394,0.00002019376,0.0001986101,0.000005275012,0.0001091393,0.000005956339,0.00004678089,0.000001024698,0.0003735795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.408304,"threshold_uncertainty_score":0.9487881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3053307168894622,"score_gpt":0.3627560073112608,"score_spread":0.05742529042179861,"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."}}