{"id":"W3118520831","doi":"10.3390/agriculture11010029","title":"Decision Trees to Forecast Risks of Strawberry Powdery Mildew Caused by Podosphaera aphanis","year":2021,"lang":"en","type":"article","venue":"Agriculture","topic":"Powdery Mildew Fungal Diseases","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Powdery mildew; Fungicide; Relative humidity; Horticulture; Biology; Agronomy; Toxicology; Statistics; Environmental science; Meteorology; Mathematics; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008597958,0.0002825139,0.0003577232,0.0000119856,0.0001804684,0.00007763777,0.0003640162,0.0002041544,0.0009635758],"category_scores_gemma":[0.0001879538,0.0001006947,0.0002503665,0.0008861292,0.00003821577,0.0001780902,0.000154993,0.0001500956,0.00007579911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003238812,"about_ca_system_score_gemma":0.00002125383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003580435,"about_ca_topic_score_gemma":0.003298484,"domain_scores_codex":[0.9981272,0.00008915138,0.0003564568,0.0005334436,0.0004700994,0.0004236364],"domain_scores_gemma":[0.9988538,0.0002821254,0.0001175176,0.0001256106,0.0002736307,0.0003472954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003427833,0.0002970409,0.008314312,0.000009562658,0.0000393523,0.00003412784,0.00006428166,0.00001660508,0.8029246,0.00004849997,0.1582059,0.0300115],"study_design_scores_gemma":[0.000283758,0.0002606721,0.7586558,0.0001387822,0.00006398644,0.00002184211,0.0007710824,0.000003415655,0.1682348,0.0003466961,0.07077965,0.0004395033],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931286,0.002876049,0.00001527049,0.001669143,0.0001884236,0.0002675171,0.001129575,0.00008130563,0.0006441346],"genre_scores_gemma":[0.9966156,0.0001694004,0.0003072172,0.0009581023,0.0002069058,0.00002166042,0.0005626024,0.000002436823,0.001156038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7503415,"threshold_uncertainty_score":0.9999497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145594244171576,"score_gpt":0.2603159002733048,"score_spread":0.228859957831589,"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."}}