{"id":"W4283744713","doi":"10.1101/2022.06.28.498011","title":"Host use does not drive genetic structure of mountain pine beetles in western North America","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Genetic structure; Geography; Ecology; Range (aeronautics); Genetic diversity; Host (biology); Species richness; Biological dispersal; Biology; Population; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001710195,0.00009001339,0.0001280366,0.0005124816,0.0002943181,0.0003489263,0.0001370275,0.0001170947,0.001264924],"category_scores_gemma":[0.0004208481,0.00008308549,0.00009401671,0.0005404761,0.0002680365,0.0001323614,0.0001907311,0.0001455859,0.00009405024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083298,"about_ca_system_score_gemma":0.0002372337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04783382,"about_ca_topic_score_gemma":0.1150455,"domain_scores_codex":[0.9998806,0.00002585332,0.00000499995,0.00004505946,0.00002304686,0.00002046582],"domain_scores_gemma":[0.9995858,0.00007251564,0.000153519,0.00002716144,0.00007385906,0.00008722317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001054663,0.00002551179,0.9848292,0.00001116171,0.00006298375,0.0000609838,0.0005995574,0.00007656417,0.01034383,0.00004515925,0.0001310658,0.003708441],"study_design_scores_gemma":[8.985353e-7,0.000005149833,0.9996901,0.000001743443,0.000003601865,0.00001490327,0.0001386092,0.00003733595,0.00004546219,0.000007370164,0.00005447435,4.908069e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996541,0.00002979576,0.00003393152,0.00000750417,4.945668e-7,8.129182e-7,0.00004955276,0.000001437355,0.0002224255],"genre_scores_gemma":[0.999701,0.00002279787,0.00004839791,0.000009140023,0.000001266269,0.000001883174,0.000110328,0.000001316848,0.0001038148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04783382,"threshold_uncertainty_score":0.09511083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00679293105085955,"score_gpt":0.1945952607266445,"score_spread":0.1878023296757849,"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."}}