{"id":"W4327905485","doi":"10.1101/2023.03.17.533130","title":"Abnormal weather drives disease outbreaks in wild and agricultural plants","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Plant Parasitism and Resistance","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Outbreak; Agriculture; Climate change; Plant disease; Disease; Ecosystem; Global warming; Ecology; Biology; Geography; Environmental science; Biotechnology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0002838474,0.0001453055,0.0003248871,0.0006806669,0.0001825479,0.0004335722,0.0001225908,0.0001784771,0.001667708],"category_scores_gemma":[0.0007294199,0.0001099017,0.0002102899,0.0007957845,0.0001743998,0.000379156,0.0002907354,0.000263283,0.0002716605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002058762,"about_ca_system_score_gemma":0.0001202379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001608212,"about_ca_topic_score_gemma":0.001846029,"domain_scores_codex":[0.9997609,0.00003192174,0.0000188223,0.0001121297,0.00004144168,0.00003468293],"domain_scores_gemma":[0.9991888,0.0002086336,0.0003965179,0.00007219399,0.00005078856,0.00008311498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003207848,0.0000733291,0.882713,0.0001739205,0.0001685213,0.0001549985,0.0001730838,0.002677551,0.09723188,0.0002056083,0.001021386,0.01508597],"study_design_scores_gemma":[0.000004346216,0.00003506905,0.9930611,0.000005174689,0.00002290296,0.000144208,0.0001043261,0.002153347,0.003497259,0.0001831856,0.0007834432,0.000005664404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963271,0.0001712394,0.0005863702,0.00002325972,0.00000351381,0.00000348022,0.002365443,0.00003064108,0.0004889061],"genre_scores_gemma":[0.9946558,0.000133856,0.0009183756,0.00002299059,0.000009013924,0.000007642389,0.004048209,0.00001278622,0.0001912205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001667708,"threshold_uncertainty_score":0.005579054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334081785438554,"score_gpt":0.1978074357249879,"score_spread":0.1844666178706024,"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."}}