{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001898705,0.001089076,0.001014115,0.00142665,0.0003872651,0.0007763518,0.0005638352,0.0006389314,0.001344353],"category_scores_gemma":[0.002703344,0.0005273882,0.001042376,0.0006768804,0.0001721732,0.0004772471,0.0004129691,0.001002526,0.0003161299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007345792,"about_ca_system_score_gemma":0.0009566383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02474216,"about_ca_topic_score_gemma":0.01408514,"domain_scores_codex":[0.9995242,0.0002318933,0.00004063294,0.00008123671,0.00004623575,0.00007577121],"domain_scores_gemma":[0.9973745,0.001997616,0.0001726374,0.00005294238,0.0002643988,0.0001378319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002897194,0.0001343287,0.01100144,0.00004704379,0.0001323078,0.00008267056,0.00004191698,0.9548486,0.0006156684,0.0002181051,0.0008765003,0.03171154],"study_design_scores_gemma":[0.000007900064,0.00003025982,0.0012912,0.000005148972,0.00001166508,0.000004787484,0.00001095313,0.9982406,0.0001160431,0.0002114089,0.00006624288,0.000003739896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8926107,0.0009926136,0.101231,0.0004731441,0.0001325215,0.0001215126,0.001833525,0.001171553,0.001433462],"genre_scores_gemma":[0.9782145,0.0001916857,0.01877848,0.00005246025,0.00003456124,0.00007349665,0.001759187,0.00002070958,0.0008749848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02474216,"threshold_uncertainty_score":0.0491963,"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."}}