{"id":"W2148652112","doi":"10.1007/s00248-012-0077-z","title":"The Relative Abundance of Mountain Pine Beetle Fungal Associates Through the Beetle Life Cycle in Pine Trees","year":2012,"lang":"en","type":"article","venue":"Microbial Ecology","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Genome Alberta; Government of Alberta; Genome Canada","keywords":"Biology; Abundance (ecology); Bark beetle; Relative species abundance; Mountain pine beetle; Ophiostoma; Botany; Bark (sound); Fungus; Pinus contorta; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006744654,0.0001290998,0.0002019567,0.00001901733,0.0003221222,0.000008967772,0.0003707946,0.0001295337,0.001202905],"category_scores_gemma":[0.0002097634,0.00008553598,0.00006118253,0.0002208342,0.0007105938,0.0002109377,0.0003577637,0.0002305066,0.0004336492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002484491,"about_ca_system_score_gemma":0.00001899643,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001218816,"about_ca_topic_score_gemma":0.03322829,"domain_scores_codex":[0.9986777,0.000246617,0.0002981559,0.0001843226,0.0000849535,0.0005083066],"domain_scores_gemma":[0.9991469,0.0004102853,0.0001801831,0.0002184978,0.000007754816,0.00003639358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004396747,0.00192097,0.7909235,0.00002621627,0.0003459045,0.00001757177,0.01373303,0.01212302,0.04539685,0.04808106,0.08465923,0.002332957],"study_design_scores_gemma":[0.0005799424,0.0001658028,0.953198,0.000003750116,0.00002169255,0.000005315254,0.0002947726,0.0001004692,0.0007856602,0.003782374,0.04094177,0.0001205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885924,0.0002395296,0.00003625275,0.002630782,0.0004876203,0.0003573585,0.00001162288,0.00001558284,0.007628784],"genre_scores_gemma":[0.996585,0.00008509488,0.0001860675,0.001188386,0.0000733997,0.00004662133,0.000005701384,0.00001107035,0.001818654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1622744,"threshold_uncertainty_score":0.9997101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007174858423781948,"score_gpt":0.222954410863654,"score_spread":0.215779552439872,"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."}}