{"id":"W1582072414","doi":"","title":"Principles and concepts of management.","year":2006,"lang":"en","type":"article","venue":"","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mountain pine beetle; Dendroctonus; Pinus contorta; Geography; Forest management; Population; Ecology; Host (biology); Agroforestry; Bark beetle; Environmental resource management; Forestry; Biology; Environmental science","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":[0.003726491,0.001098845,0.0004930632,0.001599195,0.002461284,0.006674604,0.002011759,0.002867133,0.01783491],"category_scores_gemma":[0.003324143,0.0003995087,0.0005616021,0.00149044,0.007705266,0.00447795,0.002954485,0.002882969,0.01010926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003765356,"about_ca_system_score_gemma":0.005107426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00542752,"about_ca_topic_score_gemma":0.004183203,"domain_scores_codex":[0.9966313,0.0009079187,0.0002971432,0.0005328676,0.001321459,0.0003092831],"domain_scores_gemma":[0.9987321,0.0003063254,0.000163014,0.0001964055,0.0004588623,0.0001432417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008703648,0.00002674482,0.0002173361,0.0001493765,0.000006589548,0.00006432867,0.0006988691,0.0006013865,0.0001512634,0.8877383,0.03277358,0.07756342],"study_design_scores_gemma":[0.000007234297,0.00002982169,0.0002288756,0.0002880231,0.000004275295,0.0001452435,0.0003329948,0.000579695,0.00009384827,0.2894323,0.7088426,0.00001496825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002201122,0.02948303,0.1438868,0.03086331,0.004149939,0.0006196239,0.0005680225,0.0006312525,0.7875968],"genre_scores_gemma":[0.1801429,0.05127484,0.2188432,0.02026473,0.006225503,0.00288053,0.001029468,0.000440264,0.5188986],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01783491,"threshold_uncertainty_score":0.05966371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006315615962335749,"score_gpt":0.2116279252511641,"score_spread":0.2053123092888284,"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."}}