{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005185508,0.0002006765,0.0001927197,0.00001223975,0.0000795447,0.00004503298,0.000113196,0.000188807,0.000009661175],"category_scores_gemma":[0.00003786657,0.00017356,0.00006230378,0.0000648014,0.0001328433,0.000003930475,0.0002750793,0.00006977346,0.000003947096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003596165,"about_ca_system_score_gemma":0.00003780265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004524553,"about_ca_topic_score_gemma":0.00002484943,"domain_scores_codex":[0.9989476,0.00005744891,0.0001684204,0.0004928262,0.00004766713,0.0002860131],"domain_scores_gemma":[0.9995083,0.00001258986,0.0000502282,0.0001442685,0.00003221896,0.0002524311],"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":[0.0002956256,0.00004787811,0.3391823,0.00004871594,0.0001210507,0.0000111961,0.00003175404,0.000006481903,0.6519938,0.003242553,0.001205763,0.003812889],"study_design_scores_gemma":[0.004178378,0.01725652,0.597321,0.00004692905,0.000460047,0.0005609874,0.0003977332,0.001793125,0.07014545,0.01061214,0.2945337,0.002693998],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660754,0.02897014,0.0004582093,0.0002062799,0.0001031113,0.0001295684,0.003465014,0.00001442213,0.0005779199],"genre_scores_gemma":[0.9941281,0.003519678,0.0002140395,0.00140761,0.0003790543,0.00000995703,0.0003087243,0.00001101235,0.00002184383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5818484,"threshold_uncertainty_score":0.707757,"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."}}