{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01062904,0.00135129,0.001468843,0.001631094,0.0006622479,0.00217453,0.002527356,0.003109195,0.001889832],"category_scores_gemma":[0.008049231,0.001074883,0.00153805,0.001011264,0.001239758,0.001006782,0.001238001,0.001837712,0.002013797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001584641,"about_ca_system_score_gemma":0.002008418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007078965,"about_ca_topic_score_gemma":0.01379224,"domain_scores_codex":[0.9799431,0.005367335,0.0008451326,0.003341543,0.009287079,0.001215772],"domain_scores_gemma":[0.9949063,0.00153209,0.000623721,0.0005254076,0.002148791,0.0002636662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005403552,0.0009552073,0.01638935,0.0005355065,0.0001526233,0.00008895511,0.0004458012,0.004803973,0.9417657,0.001082609,0.001660189,0.03157988],"study_design_scores_gemma":[0.0001634077,0.004790993,0.02301741,0.000212119,0.0003093309,0.000585441,0.0004807147,0.04811618,0.8943685,0.0007603385,0.02693775,0.0002578712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4350009,0.003246697,0.534748,0.001004719,0.00131695,0.005917906,0.004684607,0.0035223,0.01055788],"genre_scores_gemma":[0.5435002,0.001609806,0.4264117,0.001211261,0.0001574395,0.003333809,0.008110193,0.0004367404,0.01522874],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01062904,"threshold_uncertainty_score":0.05621243,"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."}}