{"id":"W3111854766","doi":"10.1094/phyto-07-20-0267-r","title":"Development and Evaluation of a Model that Predicts Grapevine Anthracnose Caused by <i>Elsinoë ampelina</i>","year":2020,"lang":"en","type":"article","venue":"Phytopathology","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Biology; Fungicide; Conidium; Colletotrichum gloeosporioides; Residual; Concordance; Concordance correlation coefficient; Horticulture; Growing season; Disease control; Disease; Statistics; Biotechnology; Botany; Mathematics; Medicine; Bioinformatics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003463485,0.0001342295,0.0002238721,0.000006206149,0.0001112603,0.00001857892,0.0001344843,0.00008035668,0.00007151227],"category_scores_gemma":[0.0001237514,0.00004846231,0.00003887118,0.000177262,0.0001089787,0.0001166195,0.0001031901,0.0001088377,0.0000107684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001584425,"about_ca_system_score_gemma":0.00001896386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001206753,"about_ca_topic_score_gemma":0.00007944366,"domain_scores_codex":[0.998649,0.0001243471,0.0002243333,0.000312839,0.0004309983,0.0002584894],"domain_scores_gemma":[0.9994681,0.00005781516,0.00008468869,0.00003413299,0.0001913049,0.0001639529],"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":[0.00003070294,0.00005669737,0.00273982,0.00001723442,0.000007054074,0.000003395982,0.0006894746,0.00001670763,0.908653,0.00004437938,0.0007099094,0.08703162],"study_design_scores_gemma":[0.001556529,0.001034323,0.3165376,0.00006675594,0.0001372042,0.00003396807,0.001373632,0.02919516,0.633866,0.000608451,0.01490692,0.0006833674],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994917,0.0006609008,0.000009778372,0.003770442,0.00002340694,0.0002948379,0.00004605262,0.00003387995,0.0002437558],"genre_scores_gemma":[0.9989903,0.0001355988,0.0001746481,0.0004544815,0.00005467046,0.00003767004,0.0001038652,9.323611e-7,0.00004785818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3137978,"threshold_uncertainty_score":0.1976236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337736371873005,"score_gpt":0.3149397476301002,"score_spread":0.1811661104427996,"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."}}