{"id":"W3092552400","doi":"10.1016/j.fgb.2020.103476","title":"Fungi, fungicide discovery and global food security","year":2020,"lang":"en","type":"article","venue":"Fungal Genetics and Biology","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":183,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biotechnology and Biological Sciences Research Council; Directorate for Biological Sciences; Canadian Institute for Advanced Research; University of Exeter; Bill and Melinda Gates Foundation","keywords":"Fungicide; Biology; Food security; Population; Biotechnology; Commodity; Agriculture; Business; Ecology; Agronomy; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006693619,0.0003950698,0.000332288,0.0008657054,0.0003046017,0.001393405,0.0004057838,0.001178426,0.005945582],"category_scores_gemma":[0.0003485132,0.0001395096,0.0001606101,0.000754254,0.0006877374,0.001152662,0.0007303697,0.001009788,0.00120979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009913269,"about_ca_system_score_gemma":0.0009538493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240785,"about_ca_topic_score_gemma":0.002889752,"domain_scores_codex":[0.9998353,0.00002515488,0.000007760342,0.0000287673,0.00006350643,0.00003947757],"domain_scores_gemma":[0.9997726,0.00004400986,0.0000670279,0.00001169028,0.00005199965,0.00005280774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004407079,0.0002879644,0.003000563,0.003075418,0.000089597,0.0008079746,0.0001354105,0.004527683,0.07467177,0.122528,0.07266954,0.7177653],"study_design_scores_gemma":[0.00007678479,0.0005292192,0.002905146,0.0007170466,0.00004781277,0.000792119,0.0002851625,0.001757059,0.03272969,0.04690574,0.9132251,0.00002923344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03145799,0.8846194,0.002614907,0.02840701,0.001184008,0.00004531501,0.000492823,0.0001619875,0.0510166],"genre_scores_gemma":[0.2100926,0.7530777,0.003476396,0.004090377,0.0007949879,0.00003773903,0.0003782437,0.00001980472,0.02803215],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005945582,"threshold_uncertainty_score":0.01989001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712104490708592,"score_gpt":0.2389367843330795,"score_spread":0.2218157394259936,"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."}}