{"id":"W2944025101","doi":"10.7717/peerj.6895","title":"Large-scale insect outbreak homogenizes the spatial structure of ectomycorrhizal fungal communities","year":2019,"lang":"en","type":"article","venue":"PeerJ","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Understory; Biology; Pinus contorta; Ecology; Ecosystem; Biomass (ecology); Spatial ecology; Mountain pine beetle; Community structure; Biodiversity; Forest ecology; Spatial heterogeneity; Ectomycorrhiza; Mycorrhiza; Symbiosis; Canopy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009645605,0.0001190835,0.000177753,0.00001114742,0.0001912296,0.00004197929,0.0003378133,0.00007619269,0.01955311],"category_scores_gemma":[0.00003338979,0.00003801156,0.0001170917,0.000139192,0.00001112842,0.00007972802,0.00009670756,0.0002253339,0.00030316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007937179,"about_ca_system_score_gemma":0.000007652905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008329715,"about_ca_topic_score_gemma":0.01033523,"domain_scores_codex":[0.9992238,0.0001059875,0.0001670676,0.000109498,0.0001857815,0.0002078852],"domain_scores_gemma":[0.9984302,0.001266419,0.00007993762,0.0001090339,0.00007456454,0.00003985965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001108053,0.00006662445,0.7540141,0.00001403047,0.0000303996,0.000001190745,0.001515325,0.0000305063,0.2369294,0.0007820057,0.004775692,0.001729966],"study_design_scores_gemma":[0.0003148765,0.0008465202,0.7254317,0.0001170476,0.00009633708,0.0002396024,0.01456841,0.002083248,0.04106553,0.001896482,0.2126822,0.0006579749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896415,0.0001741722,0.000005444937,0.0003099762,0.0005538943,0.0001770097,0.005414089,0.00003714233,0.003686801],"genre_scores_gemma":[0.9976572,0.000072205,0.00001893875,0.0001829851,0.0002455235,0.000003126613,0.001069054,0.000001142269,0.0007498656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2079065,"threshold_uncertainty_score":0.9982739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00942119983197541,"score_gpt":0.1956101139003469,"score_spread":0.1861889140683715,"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."}}