{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000905304,0.00007476837,0.0001624875,0.000009614118,0.0004748749,0.000002565404,0.0002714861,0.00009131318,0.0000917426],"category_scores_gemma":[0.00000891756,0.00002607419,0.00008609867,0.00005870511,0.00008046638,0.00004259648,0.0001736327,0.00008514181,7.05912e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001971983,"about_ca_system_score_gemma":0.00001002128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01702488,"about_ca_topic_score_gemma":0.01506976,"domain_scores_codex":[0.9995916,0.00007765382,0.00009585258,0.00008345451,0.00008500843,0.00006642995],"domain_scores_gemma":[0.9994785,0.00008003327,0.0002838532,0.00006586652,0.00007628555,0.00001549411],"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":[0.0004578591,0.00005318564,0.294028,0.00006269682,0.0001183093,0.000001346043,0.00299683,0.000002907092,0.6945339,0.0001088661,0.0003277511,0.007308281],"study_design_scores_gemma":[0.0001122795,0.00004101942,0.9914269,0.00008414868,0.00008022453,0.00000271812,0.001647257,0.000003617099,0.005418127,0.00009848591,0.001023026,0.00006219422],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981734,0.00008068022,6.694523e-7,0.00008263362,0.00009471468,0.0001110311,0.0007615947,0.000003233964,0.0006920075],"genre_scores_gemma":[0.9981362,0.0002065637,0.000006172614,0.000003687443,0.0000137823,2.946141e-8,0.0001564145,4.654437e-7,0.001476683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6973988,"threshold_uncertainty_score":0.9895208,"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."}}