{"id":"W2472886122","doi":"10.1016/bs.aiip.2016.01.001","title":"The Role of Population Genetic Structure in Understanding and Managing Pine Beetles","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in insect physiology","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Northern British Columbia","funders":"","keywords":"Biology; Population; Genetic structure; Biological dispersal; Context (archaeology); Genetic variation; Ecology; Bark beetle; Evolutionary biology; Bark (sound); Demography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00049242,0.0002881921,0.0002683646,0.0002156334,0.0002525869,0.001147138,0.0005326587,0.0005082447,0.002149024],"category_scores_gemma":[0.0005752559,0.0001450195,0.0001740328,0.0003705273,0.0009860158,0.001285505,0.0004424529,0.001200585,0.000291666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006504104,"about_ca_system_score_gemma":0.0005245971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003316663,"about_ca_topic_score_gemma":0.007475994,"domain_scores_codex":[0.9999018,0.00002577824,0.000004018853,0.00002787228,0.00002996488,0.00001064317],"domain_scores_gemma":[0.9998313,0.0001218227,0.00001833747,0.000006649023,0.00000937423,0.00001235041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003634792,0.00005191259,0.005057177,0.000482607,0.00006312578,0.00024861,0.000749326,0.01186604,0.006968714,0.1552037,0.008960863,0.8103117],"study_design_scores_gemma":[0.00001968743,0.0001657924,0.03288204,0.0008333599,0.0001209752,0.0006148615,0.001062551,0.02186886,0.004082257,0.5652803,0.3729831,0.0000863008],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1097509,0.5153309,0.1045418,0.02382076,0.002301618,0.00006298976,0.0002789885,0.0001817697,0.2437304],"genre_scores_gemma":[0.5859467,0.2833283,0.05266606,0.003932385,0.003041991,0.00006576041,0.0002031596,0.0001342901,0.07068147],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003316663,"threshold_uncertainty_score":0.007189155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006832844274149871,"score_gpt":0.2089547257785529,"score_spread":0.202121881504403,"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."}}