{"id":"W2396927308","doi":"10.1094/pdis-02-16-0184-fe","title":"Identifying and Managing Root Rot of Pulses on the Northern Great Plains","year":2016,"lang":"en","type":"article","venue":"Plant Disease","topic":"Plant Disease Resistance and Genetics","field":"Agricultural and Biological Sciences","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Root rot; Pythium; Biology; Rhizoctonia solani; Agronomy; Fungicide; Blight; Rhizoctonia; Seedling; Cropping; Cultivar; Fusarium; Disease management; Agriculture; Horticulture","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000048674,0.00008807421,0.00008376988,0.000007896845,0.0001274589,0.00002696071,0.0001290286,0.00001658664,0.000082508],"category_scores_gemma":[0.00003499301,0.00002236884,0.00004658802,0.00005815584,0.00005093317,0.00004074437,0.00003611559,0.00002373311,0.00001724162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006625692,"about_ca_system_score_gemma":0.000005368399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002751871,"about_ca_topic_score_gemma":0.001097784,"domain_scores_codex":[0.9993852,0.00003539308,0.00009686282,0.0001613814,0.0001620551,0.0001590633],"domain_scores_gemma":[0.999494,0.0002591793,0.00004545412,0.00005593044,0.00001458573,0.0001308068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008193607,0.0001755238,0.7948602,0.00008840505,0.00007786082,0.0001954532,0.00008771304,0.000006124564,0.08493059,0.002395079,0.001930096,0.1144336],"study_design_scores_gemma":[0.0001215507,0.00004081468,0.991811,0.0002258285,0.00004084789,0.000002332158,0.00009319781,0.0000252647,0.001379291,0.002952514,0.003163385,0.0001439186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955179,0.0006507953,0.000001977234,0.002092767,0.00002674161,0.0001074545,0.001289872,0.0000181537,0.0002943492],"genre_scores_gemma":[0.9992495,0.000380662,0.000001281993,0.000117069,0.00005815059,0.000008764314,0.00003743583,6.706544e-7,0.0001464888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1969508,"threshold_uncertainty_score":0.09803236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0242391054030997,"score_gpt":0.2039441070804815,"score_spread":0.1797050016773818,"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."}}