{"id":"W7013217659","doi":"","title":"Douglas-fir beetle","year":2018,"lang":"en","type":"article","venue":"Digital Collections of Colorado (Colorado State University)","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bark beetle; Outbreak; Range (aeronautics); Bark (sound); Insect; Host (biology)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000881506,0.0001697147,0.0002036234,0.0003605151,0.0006450138,0.0000622317,0.0004077623,0.00008669658,0.002282939],"category_scores_gemma":[0.00004034819,0.0001937904,0.0001032948,0.002634316,0.001004353,0.0007604862,0.0004247943,0.0001181655,0.0008359603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003708036,"about_ca_system_score_gemma":0.0000525493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002187832,"about_ca_topic_score_gemma":0.002283278,"domain_scores_codex":[0.9988798,0.00004086019,0.0001963547,0.0003418279,0.0001958335,0.0003452458],"domain_scores_gemma":[0.9993157,0.00007066377,0.0001361978,0.0002918997,0.00005918701,0.0001262989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004919741,0.005358994,0.0976702,0.0001104547,0.001080488,0.0005599722,0.004423761,0.009703301,0.003963569,0.0366919,0.8227153,0.01280234],"study_design_scores_gemma":[0.0013246,0.002042776,0.03443723,0.00001188012,0.00005827705,0.00001454936,0.0007811661,0.0005976087,0.000868979,0.003512606,0.9559377,0.0004126546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5796267,0.000003230333,0.0008435579,0.00009125313,0.0003585378,0.0003370508,0.00005482362,0.0001000392,0.4185848],"genre_scores_gemma":[0.9182813,0.00001701501,0.000294721,0.00006738379,0.00002574396,0.000003096228,0.00001011067,0.00001383348,0.08128686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3386545,"threshold_uncertainty_score":0.999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00613805528787325,"score_gpt":0.175213828341199,"score_spread":0.1690757730533257,"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."}}