{"id":"W2091857049","doi":"10.2135/cropsci2011.08.0445","title":"Direct and Marker‐Assisted Selection for Resistance to Common Bacterial Blight in Common Bean","year":2012,"lang":"en","type":"article","venue":"Crop Science","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"DuPont Pioneer","keywords":"Biology; Phaseolus; Xanthomonas campestris; Plant disease resistance; Bacterial blight; Selection (genetic algorithm); Cultivar; Marker-assisted selection; Disease management; Population; Agronomy; Biotechnology; Horticulture; Genetics; Genetic marker; Bacteria; Gene","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008528879,0.0001037858,0.0001636695,0.00003356997,0.0004409854,0.0001211828,0.0002194914,0.00005087969,0.00002193234],"category_scores_gemma":[0.00005121993,0.00004386559,0.00002649476,0.0007406296,0.0001140191,0.0002436685,0.00006166066,0.00004579157,0.000004265866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005519144,"about_ca_system_score_gemma":0.00001034931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004640663,"about_ca_topic_score_gemma":0.008829494,"domain_scores_codex":[0.9988801,0.00004605882,0.000161534,0.0002907542,0.0001770543,0.0004445211],"domain_scores_gemma":[0.9996006,0.00009272772,0.00005561721,0.00004776664,0.00004167473,0.0001616211],"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":[0.00009648385,0.00003954897,0.01134782,0.000005192871,7.189498e-7,5.494979e-7,0.00004147533,3.527829e-7,0.9828559,0.0003498752,0.0002415432,0.005020574],"study_design_scores_gemma":[0.0001305503,0.0001189987,0.7388739,0.00004482114,0.000004596706,0.000007205945,0.00004931223,0.00004294552,0.2208924,0.0001083202,0.03952651,0.0002003932],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974824,0.00008653704,0.00001581193,0.0003196568,0.0003009033,0.0002843376,0.00006844906,0.00002967137,0.001412214],"genre_scores_gemma":[0.9984828,0.00001009197,0.0006622369,0.0001019182,0.0001425754,0.00002789908,0.00001227377,8.340114e-7,0.0005593799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7619634,"threshold_uncertainty_score":0.4927065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02044098047017842,"score_gpt":0.2383798179044001,"score_spread":0.2179388374342217,"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."}}