{"id":"W3130794390","doi":"10.1016/j.funbio.2021.02.004","title":"Fungi associated with galleries of the emerald ash borer","year":2021,"lang":"en","type":"article","venue":"Fungal Biology","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service; National Institute of Food and Agriculture; Minnesota Invasive Terrestrial Plants and Pests Center, University of Minnesota; Minnesota Environment and Natural Resources Trust Fund","keywords":"Biology; Buprestidae; Emerald ash borer; Agrilus; Canker; Botany; Fraxinus; Bark (sound); Bark beetle; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.00007836959,0.0001216209,0.0001593297,0.00001224941,0.00006827235,0.000006887224,0.0001627995,0.0001683294,0.00008320822],"category_scores_gemma":[0.0002187135,0.0000769977,0.0001065986,0.0001131807,0.0001455165,0.00000166974,0.000136299,0.00008281382,0.000003666837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005033082,"about_ca_system_score_gemma":0.0001488375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001102293,"about_ca_topic_score_gemma":0.0002108203,"domain_scores_codex":[0.9991894,0.0001204217,0.0001480333,0.0002584999,0.00007358351,0.0002100056],"domain_scores_gemma":[0.9993657,0.00003097604,0.00009050543,0.0003108925,0.000155749,0.00004613653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006713119,0.00006440816,0.1251429,0.000006920173,0.0001229683,0.00000846766,0.000009857559,0.000006020542,0.871289,0.000478829,0.002626374,0.0001770902],"study_design_scores_gemma":[0.000509246,0.000381194,0.5903496,0.00003535,0.00007016426,0.00005667795,0.00004768562,0.000005124128,0.3722207,0.0001454248,0.03594815,0.0002307524],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935157,0.002305416,0.00004149398,0.0001878261,0.0001608321,0.00007942914,0.001393095,0.000009379978,0.002306846],"genre_scores_gemma":[0.9967789,0.0001496185,0.00007024858,0.0007019588,0.00008447954,0.000009432957,0.0006506225,0.0000111008,0.001543622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4990683,"threshold_uncertainty_score":0.3139875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008066022214071187,"score_gpt":0.2112066413078973,"score_spread":0.2031406190938261,"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."}}