{"id":"W3012182322","doi":"10.22616/rrd.25.2019.051","title":"Characterization of puccinia recondita, the causal agent of brown rust: a review","year":2019,"lang":"en","type":"review","venue":"Research for Rural Development/Research for Rural Development (Online)","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Puccinia recondita; Rust (programming language); Secale; Wheat leaf rust; Biology; Agronomy; Poaceae; Computer science","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":[0.0006158216,0.0007962605,0.001425257,0.004665379,0.0003255162,0.001244809,0.000909529,0.000971821,0.003086411],"category_scores_gemma":[0.001397473,0.0003098799,0.001009703,0.003870014,0.0003975343,0.002136604,0.0004376386,0.0008521634,0.0009896213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005152642,"about_ca_system_score_gemma":0.001611086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001576815,"about_ca_topic_score_gemma":0.001465691,"domain_scores_codex":[0.9997442,0.00003658528,0.0000585639,0.00006600964,0.00007405458,0.0000206469],"domain_scores_gemma":[0.9989043,0.0004454375,0.0002165297,0.0000280729,0.0003247951,0.0000807519],"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":[0.0002228076,0.0001573814,0.001741689,0.09313717,0.0003584413,0.0006623265,0.0002619698,0.0007811358,0.008696935,0.002258117,0.03306924,0.8586528],"study_design_scores_gemma":[0.00002185985,0.0003270716,0.00502717,0.01261672,0.0008674987,0.0028716,0.0002000939,0.0002443753,0.002259312,0.001356866,0.9741583,0.00004899991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005074944,0.9979664,0.0002326956,0.000251243,0.0001955384,0.000009318072,0.00007208125,0.000008802994,0.0007564656],"genre_scores_gemma":[0.002558043,0.9958826,0.0004278567,0.0002684934,0.0002120576,0.00001200113,0.0001897798,0.000003653255,0.0004456012],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004665379,"threshold_uncertainty_score":0.01032507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3177702623648739,"score_gpt":0.437911746485551,"score_spread":0.1201414841206771,"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."}}