{"id":"W2980998967","doi":"10.3390/f10100910","title":"A Conceptual Framework for the Spruce Budworm Early Intervention Strategy: Can Outbreaks be Stopped?","year":2019,"lang":"en","type":"article","venue":"Forests","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Université de Montréal; Forest Protection Limited (Canada); University of New Brunswick; University of Toronto; Canadian Forest Service","funders":"Natural Resources Canada; Atlantic Canada Opportunities Agency","keywords":"Spruce budworm; Choristoneura fumiferana; Abies balsamea; Outbreak; Population; Ecology; Balsam; Forest management; Geography; Forestry; Biology; Environmental resource management; Agroforestry; Tortricidae; Environmental science; Demography; Lepidoptera genitalia; Sociology; Botany","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00753552,0.001302535,0.0005075799,0.002420971,0.003398797,0.008044668,0.004127223,0.007810947,0.00751202],"category_scores_gemma":[0.005125883,0.0005383118,0.001111723,0.001627491,0.0174672,0.007850595,0.003223665,0.004187752,0.001049267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008534472,"about_ca_system_score_gemma":0.01038657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01449519,"about_ca_topic_score_gemma":0.009732671,"domain_scores_codex":[0.9965738,0.001926856,0.0001717497,0.0005286832,0.0004188016,0.0003800605],"domain_scores_gemma":[0.9957784,0.002275782,0.0006440983,0.0001312914,0.0004920454,0.0006783113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000581115,0.00003138878,0.0003763457,0.00005461099,0.000005564851,0.00007501252,0.0008525163,0.002372641,0.00007259045,0.9924874,0.0007752639,0.002890805],"study_design_scores_gemma":[0.00004390246,0.0001472239,0.0009567956,0.0003425015,0.00002985215,0.0002208362,0.005500399,0.01672404,0.0001665318,0.9155525,0.06026863,0.00004677798],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02849498,0.006317599,0.5535614,0.1328812,0.0008415624,0.0009798266,0.0006313323,0.0002229755,0.2760692],"genre_scores_gemma":[0.7450711,0.005234736,0.2251803,0.008392435,0.0005018179,0.002381694,0.0003189037,0.00007606869,0.01284289],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01449519,"threshold_uncertainty_score":0.06192225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340989148636375,"score_gpt":0.2534054491606544,"score_spread":0.2399955576742906,"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."}}