{"id":"W2463100119","doi":"10.14264/uql.2016.224","title":"Population diversity and genomics of the fungal pathogen of canola Leptosphaeria maculans","year":2016,"lang":"en","type":"dissertation","venue":"The University of Queensland","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leptosphaeria maculans; Blackleg; Canola; Biology; Crop; Agriculture; Crop diversity; Biotechnology; Population; Canker; Brassica; Agronomy; Horticulture; Medicine; Ecology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002325846,0.0001761391,0.0002439428,0.000731273,0.0004459664,0.0005949314,0.0002158986,0.000362477,0.001126873],"category_scores_gemma":[0.0004947218,0.0001024711,0.0002173,0.0006143747,0.0001903445,0.0002562665,0.000364343,0.0005792478,0.0003407809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004272378,"about_ca_system_score_gemma":0.0002615587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009081282,"about_ca_topic_score_gemma":0.01381648,"domain_scores_codex":[0.999718,0.00002846645,0.000009461542,0.0001165852,0.00006632885,0.00006109934],"domain_scores_gemma":[0.999772,0.00004376135,0.00004927499,0.00001178929,0.00007545068,0.00004773337],"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":[0.0005554201,0.0002890376,0.2549094,0.0001837603,0.0002662224,0.0003886116,0.003380335,0.0007929014,0.7020931,0.0009358652,0.001875741,0.03432957],"study_design_scores_gemma":[0.00001046657,0.0001749071,0.9884065,0.00001580342,0.00005207631,0.0003272879,0.0008272353,0.001299183,0.003795107,0.0001863955,0.004878396,0.00002656072],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960633,0.0005667038,0.0006354025,0.00006762504,0.000011448,0.00001793643,0.001403542,0.0000179607,0.001216081],"genre_scores_gemma":[0.9938758,0.0003325133,0.0009308365,0.0001776243,0.00000911332,0.00002982343,0.003032115,0.00001784245,0.001594342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009081282,"threshold_uncertainty_score":0.01805681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136282343557907,"score_gpt":0.1789884451812917,"score_spread":0.1676256217457126,"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."}}