{"id":"W4200254710","doi":"10.1080/07060661.2021.1996063","title":"Surveillance, breeding, and cultural practices to prevent a rust storm on crops and trees","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Plant Pathology","topic":"Yeasts and Rust Fungi Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of British Columbia","funders":"","keywords":"Rust (programming language); Agriculture; Biology; Resistance (ecology); Tree breeding; Population; Agroforestry; Geography; Biotechnology; Ecology; Woody plant; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001667924,0.00008977557,0.0001588603,0.00005857821,0.00009851762,0.00003326698,0.00005723829,0.00007338849,0.00001568807],"category_scores_gemma":[0.0003283114,0.00006864264,0.00002815287,0.00003490757,0.00006635083,0.00000427232,0.00002800519,0.00009730609,0.000001256219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000012618,"about_ca_system_score_gemma":0.0001979073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002779002,"about_ca_topic_score_gemma":0.08067891,"domain_scores_codex":[0.9994312,0.00005852578,0.0001385757,0.0001488152,0.00004682419,0.0001760605],"domain_scores_gemma":[0.9993836,0.0000205883,0.0001507538,0.00006948871,0.0001091154,0.0002664928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004394602,0.0001280789,0.388983,0.00007865396,0.0005330756,0.009151927,0.003066415,0.00006107059,0.4249083,0.0007980822,0.1583716,0.01348038],"study_design_scores_gemma":[0.0006132784,0.001788084,0.342803,0.00007301775,0.00004396263,0.0130381,0.00154644,0.000002438044,0.00591521,0.00002150756,0.6338845,0.0002704579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909354,0.006463356,0.000006708109,0.001725365,0.0002591932,0.00004039977,0.0001507584,8.504981e-7,0.0004179825],"genre_scores_gemma":[0.9972495,0.00129704,0.0002181483,0.0004903455,0.0002744002,0.000001209243,0.00001883387,0.000006206259,0.0004442813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.475513,"threshold_uncertainty_score":0.9360963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471516305219188,"score_gpt":0.249347931726065,"score_spread":0.2346327686738731,"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."}}