{"id":"W4312224038","doi":"10.3389/ffgc.2022.1068135","title":"Benchmarking a fast and simple on-site detection assay for the oak wilt pathogen Bretziella fagacearum","year":2022,"lang":"en","type":"article","venue":"Frontiers in Forests and Global Change","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"Natural Resources Canada","keywords":"Wilt disease; TaqMan; Biology; Bacterial wilt; Diagnostic test; Veterinary medicine; Horticulture; Polymerase chain reaction; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003983275,0.0001068241,0.0001014423,0.0000289407,0.0004874337,0.00002536792,0.0001142723,0.00004249177,0.00008340426],"category_scores_gemma":[0.0000123009,0.00008639853,0.00002980466,0.0001680162,0.0001151358,0.00007917728,0.0003326276,0.00009811801,0.000002730002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001817054,"about_ca_system_score_gemma":0.000002399493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005682384,"about_ca_topic_score_gemma":0.005827585,"domain_scores_codex":[0.9991833,0.00005443416,0.00009656147,0.0002653726,0.0001330504,0.0002672664],"domain_scores_gemma":[0.9997552,0.0000328434,0.00004699627,0.0001193003,0.000002086503,0.00004355147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001955434,0.0000614525,0.7293944,0.00001948333,0.00002518971,0.00001491377,0.0007284373,0.0009531378,0.0000239572,0.0004937118,0.02653189,0.2415579],"study_design_scores_gemma":[0.000517576,0.0004050136,0.8556085,0.000004636235,0.00001924351,0.00001168434,0.0004349519,0.02858885,0.000004252437,0.004471719,0.1097885,0.0001451561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880965,0.0007480521,0.005990047,0.0007566628,0.001333832,0.001413569,0.0002640599,0.00002857667,0.001368734],"genre_scores_gemma":[0.9981629,0.00008240032,0.0002151837,0.001020739,0.00006283339,0.0003329828,0.00002339794,0.00000669985,0.00009287953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2414127,"threshold_uncertainty_score":0.3748995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114975538549483,"score_gpt":0.2155509508004431,"score_spread":0.2044011954149483,"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."}}