{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007590934,0.0004556372,0.0006150265,0.0007091897,0.0002008469,0.0003887721,0.0004832607,0.0002513988,0.0004054062],"category_scores_gemma":[0.0004793527,0.0002453281,0.0003884868,0.0003683343,0.0002154513,0.0001472981,0.0005665286,0.000373899,0.0001285251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005778375,"about_ca_system_score_gemma":0.0003980444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003842745,"about_ca_topic_score_gemma":0.008538689,"domain_scores_codex":[0.9992731,0.0001225948,0.00007125534,0.0002570854,0.0001861895,0.0000898033],"domain_scores_gemma":[0.9994456,0.00007536572,0.0001544185,0.00006798656,0.00007915408,0.0001775003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000123737,0.00004771179,0.002131851,0.00002050677,0.00001811281,0.00002124396,0.00002828054,0.00007490501,0.9948119,0.0000118051,0.000008057894,0.002701879],"study_design_scores_gemma":[0.0002206731,0.006161365,0.3060081,0.00002935511,0.0003742412,0.001219629,0.0001490097,0.004762805,0.6776657,0.00004050417,0.003297933,0.00007070059],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977432,0.000194766,0.001744022,0.00001017661,0.000004488728,0.00003143876,0.00008585356,0.00003100169,0.0001549583],"genre_scores_gemma":[0.9914429,0.0002479457,0.006318458,0.00001926433,0.000004569356,0.00004558455,0.0005931107,0.00002784424,0.001300314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003842745,"threshold_uncertainty_score":0.007640719,"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."}}