{"id":"W3156739194","doi":"10.1016/j.funbio.2021.03.005","title":"Battling the biotypes of balsam: the biological control of Impatiens glandulifera using the rust fungus Puccinia komarovii var. glanduliferae in GB","year":2021,"lang":"en","type":"article","venue":"Fungal Biology","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Direktion für Entwicklung und Zusammenarbeit; Department for Environment, Food and Rural Affairs, UK Government","keywords":"Biology; Urediniospore; Balsam; Rust (programming language); Botany; Puccinia; Basidiospore; Impatiens; Basidiomycota; Biological pest control; Germination; Cultivar; Mildew","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":[0.0001631399,0.0002740175,0.0002284661,0.0002300314,0.0002084748,0.000279558,0.0003978446,0.0001649655,0.0004710478],"category_scores_gemma":[0.0001617735,0.00010639,0.0001276935,0.0001993408,0.0001836436,0.0001620858,0.0003647158,0.0003575108,0.0001326062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003176232,"about_ca_system_score_gemma":0.0001771008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006335186,"about_ca_topic_score_gemma":0.01082572,"domain_scores_codex":[0.9998259,0.00003022959,0.00001086255,0.00004847875,0.00004853649,0.00003603012],"domain_scores_gemma":[0.9998356,0.00001481218,0.00004543105,0.00001678943,0.00002481194,0.00006256548],"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":[0.0001552616,0.00007350064,0.002522439,0.00005236963,0.000009857808,0.00004470172,0.0001018603,0.00004171979,0.9925802,0.00001524649,0.00001834672,0.004384466],"study_design_scores_gemma":[0.00005732645,0.004369908,0.6293961,0.00003094197,0.0001010591,0.0007050901,0.0006318765,0.0008524864,0.3588762,0.00007115305,0.004881591,0.00002624904],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990484,0.0002916982,0.0001919372,0.00001744959,0.000003697499,0.00001481139,0.00004289152,0.00001815533,0.0003708208],"genre_scores_gemma":[0.9978015,0.0002414038,0.0007578655,0.0000378977,0.000003248214,0.00001805509,0.0002212919,0.000006683704,0.000912056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006335186,"threshold_uncertainty_score":0.01259667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03983226860832135,"score_gpt":0.2449714314801416,"score_spread":0.2051391628718202,"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."}}