{"id":"W3176655737","doi":"10.3390/agronomy11061260","title":"Potential Application of Genomic Technologies in Breeding for Fungal and Oomycete Disease Resistance in Pea","year":2021,"lang":"en","type":"article","venue":"Agronomy","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Ministry of Agriculture - Saskatchewan","keywords":"Biology; Powdery mildew; Germplasm; Oomycete; Plant disease resistance; Genomics; Molecular breeding; Marker-assisted selection; Biotechnology; Genetic marker; Genome; Identification (biology); Genetics; Gene; Agronomy; Botany","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":[0.00003846691,0.00004128349,0.00006982371,0.000005396848,0.00003238519,0.00000561583,0.00004385707,0.00002054312,0.000004470624],"category_scores_gemma":[0.000006643551,0.0000203587,0.00001687947,0.00005157232,0.0000508956,0.0000219967,0.00006569097,0.00002111443,7.488144e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001371605,"about_ca_system_score_gemma":0.000001967581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003519003,"about_ca_topic_score_gemma":0.0006041148,"domain_scores_codex":[0.9996579,0.000006030871,0.00008740986,0.0001374379,0.00002691902,0.00008431123],"domain_scores_gemma":[0.999916,0.0000219173,0.00002409607,0.00002218007,0.000004589289,0.00001122412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003945743,0.00003597177,0.7483895,0.00002337089,0.00000328163,0.000002259386,0.00004858287,0.00001870618,0.1929974,0.0002981904,0.00002915368,0.0581142],"study_design_scores_gemma":[0.0001073174,0.00001471432,0.994545,0.00000731796,0.000003523576,2.720897e-7,0.001017186,0.0000219287,0.001172565,0.001494899,0.001567994,0.00004727414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961893,0.002690132,0.00004085737,0.0008188047,0.000007079478,0.0001230451,0.00001054886,0.000006354036,0.0001138895],"genre_scores_gemma":[0.9990345,0.0001738213,0.0006553566,0.000007149193,0.00001203378,0.00004735515,0.000009992031,3.002083e-7,0.00005947228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2461555,"threshold_uncertainty_score":0.08302038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008029994412870552,"score_gpt":0.1807476750541863,"score_spread":0.1727176806413157,"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."}}