{"id":"W1971913769","doi":"10.1139/x09-167","title":"Predicting the impact of hemlock woolly adelgid on carbon dynamics of eastern United States forests","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service","keywords":"Tsuga; Infestation; Biomass (ecology); Ecology; Forestry; Forest ecology; Ecosystem; Geography; Biology; Environmental science; Agronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003863801,0.0004272222,0.0002223786,0.0004183071,0.0002672508,0.0005870383,0.0003507586,0.0005078093,0.0006547419],"category_scores_gemma":[0.001029013,0.0002614051,0.0003866199,0.0003031919,0.0002094768,0.0004825327,0.0003194331,0.0003479641,0.00009854625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001362944,"about_ca_system_score_gemma":0.0007874577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1150202,"about_ca_topic_score_gemma":0.1625608,"domain_scores_codex":[0.9999163,0.00002325215,0.000005116409,0.00002702962,0.00001016437,0.00001817015],"domain_scores_gemma":[0.9996306,0.0001489351,0.00007632498,0.00002269594,0.00005704855,0.00006446686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005282852,0.00005461818,0.195739,0.00001186186,0.00006355779,0.0001033392,0.0000262312,0.8000267,0.0008319106,0.0002469822,0.0002931778,0.002549886],"study_design_scores_gemma":[0.00001215129,0.00002969932,0.05068231,0.000006031827,0.00001911919,0.00002541444,0.00004517348,0.9484363,0.0002892629,0.0001962858,0.0002510555,0.000007204797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981489,0.00005063526,0.0008907515,0.00007793208,0.000003944236,0.000004197837,0.0003365968,0.00002733676,0.0004596106],"genre_scores_gemma":[0.9988092,0.00003812355,0.0006424139,0.00001691848,0.00000230558,0.000003983442,0.0003354321,0.000003999086,0.0001476902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1150202,"threshold_uncertainty_score":0.2287015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620188989536766,"score_gpt":0.2880504577795674,"score_spread":0.2718485678841998,"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."}}